benchmark.csv

language,acc1,model,mean_per_class_recall,dataset,pretrained,image_retrieval_recall@5,acc,mean_average_precision,acc5,task,model_fullname,text_retrieval_recall@5
en,0.18418107200596942,RN50-quickgelu,0.18626162135734856,cars,cc12m,,,,0.5200845665961945,zeroshot_classification,RN50-quickgelu cc12m,
en,0.17945529163039423,RN50,0.1817410995349502,cars,cc12m,,,,0.5139907971645318,zeroshot_classification,RN50 cc12m,
en,0.7211789578410646,ViT-B-16,0.7212942008721658,cars,commonpool_l_basic_s1b_b8k,,,,0.9759980101977366,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.8166894664842681,ViT-B-16,0.8155803538003477,cars,commonpool_l_clip_s1b_b8k,,,,0.9907971645317747,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.6628528789951499,ViT-B-16,0.6613039344249736,cars,commonpool_l_image_s1b_b8k,,,,0.9621937569953986,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.6775276706877255,ViT-B-16,0.6744836925516351,cars,commonpool_l_laion_s1b_b8k,,,,0.9602039547319985,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.6057704265638603,ViT-B-16,0.6051564064437386,cars,commonpool_l_s1b_b8k,,,,0.9383161298345977,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.652779505036687,ViT-B-16,0.6501852521580451,cars,commonpool_l_text_s1b_b8k,,,,0.9544832732247233,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.2891431414003233,ViT-B-32,0.2884816175854216,cars,commonpool_m_basic_s128m_b4k,,,,0.6693197363512001,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.4131326949384405,ViT-B-32,0.4109966437306549,cars,commonpool_m_clip_s128m_b4k,,,,0.7962939932844174,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.15955726899639347,ViT-B-32,0.1596093253208696,cars,commonpool_m_image_s128m_b4k,,,,0.4806616092525805,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.21937569953985822,ViT-B-32,0.2176560890488058,cars,commonpool_m_laion_s128m_b4k,,,,0.5715707001616714,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.13393856485511751,ViT-B-32,0.13272636296792556,cars,commonpool_m_s128m_b4k,,,,0.4347717945529163,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.1943788086058948,ViT-B-32,0.1952136739679052,cars,commonpool_m_text_s128m_b4k,,,,0.5352568088546201,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.01977365999253824,ViT-B-32,0.02040871844698541,cars,commonpool_s_basic_s13m_b4k,,,,0.08120880487501554,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.02748414376321353,ViT-B-32,0.027840589307459196,cars,commonpool_s_clip_s13m_b4k,,,,0.11317000373087924,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.017162044521825643,ViT-B-32,0.017386788006825454,cars,commonpool_s_image_s13m_b4k,,,,0.08021390374331551,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.015545330182813084,ViT-B-32,0.015477225305023589,cars,commonpool_s_laion_s13m_b4k,,,,0.06516602412635245,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.014052978485263027,ViT-B-32,0.014469818421752639,cars,commonpool_s_s13m_b4k,,,,0.06479293620196493,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.020395473199850765,ViT-B-32,0.021134036208620085,cars,commonpool_s_text_s13m_b4k,,,,0.0851884094018157,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.93495833851511,ViT-L-14,0.9354839187715854,cars,commonpool_xl_clip_s13b_b90k,,,,0.9986320109439124,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.8911826887203084,ViT-L-14,0.8900262169282261,cars,commonpool_xl_laion_s13b_b90k,,,,0.9978858350951374,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.8939186668324836,ViT-L-14,0.8926894524822623,cars,commonpool_xl_s13b_b90k,,,,0.9976371098122124,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.7726650914065415,ViT-B-16,0.7715170804431635,cars,datacomp_l_s1b_b8k,,,,0.9838328566098744,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.27981594329063547,ViT-B-32,0.27709872773839667,cars,datacomp_m_s128m_b4k,,,,0.6608630767317498,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.017162044521825643,ViT-B-32,0.017386788006825454,cars,datacomp_s_s13m_b4k,,,,0.08021390374331551,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.9303569207809974,ViT-L-14,0.9310118141243631,cars,datacomp_xl_s13b_b90k,,,,0.9983832856609874,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.9370725034199726,xlm-roberta-large-ViT-H-14,0.9379866663716575,cars,frozen_laion5b_s13b_b90k,,,,0.9986320109439124,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.8440492476060192,ViT-B-32,0.8445430016966257,cars,laion2b_e16,,,,0.9898022634000746,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.8304937196866061,roberta-ViT-B-32,0.8302793018028811,cars,laion2b_s12b_b32k,,,,0.9865688347220495,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.9292376570078349,ViT-g-14,0.9297162338231801,cars,laion2b_s12b_b42k,,,,0.9981345603780625,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.9129461509762468,convnext_base_w,0.9139774873707316,cars,laion2b_s13b_b82k_augreg,,,,0.9973883845292874,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.8950379306056461,convnext_base_w,0.89542022969873,cars,laion2b_s13b_b82k,,,,0.9957716701902748,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.8426812585499316,coca_ViT-B-32,0.8434588376713681,cars,laion2b_s13b_b90k,,,,0.9879368237781371,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.9313518219126974,convnext_large_d,0.931759154244088,cars,laion2b_s26b_b102k_augreg,,,,0.9982589230195249,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.9340878000248726,convnext_large_d_320,0.933900096155043,cars,laion2b_s29b_b131k_ft,,,,0.9983832856609874,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.9370725034199726,convnext_large_d_320,0.9370390279996427,cars,laion2b_s29b_b131k_ft_soup,,,,0.9983832856609874,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.93495833851511,ViT-H-14,0.9354449858524934,cars,laion2b_s32b_b79k,,,,0.9988807362268375,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.9267504041785848,ViT-L-14,0.9269210617868143,cars,laion2b_s32b_b82k,,,,0.9973883845292874,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.8600920283546822,ViT-B-32,0.8606864229886303,cars,laion2b_s34b_b79k,,,,0.9909215271732371,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.9399328441736102,convnext_xxlarge,0.9398197693303973,cars,laion2b_s34b_b82k_augreg,,,,0.9991294615097625,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.9401815694565353,convnext_xxlarge,0.9408428120855751,cars,laion2b_s34b_b82k_augreg_rewind,,,,0.9990050988682999,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.9408033826638478,convnext_xxlarge,0.9410971927065425,cars,laion2b_s34b_b82k_augreg_soup,,,,0.9990050988682999,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.8849645566471832,ViT-B-16,0.8851476626264712,cars,laion2b_s34b_b88k,,,,0.9935331426439498,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.9395597562492227,ViT-g-14,0.9392411148764084,cars,laion2b_s34b_b88k,,,,0.998756373585375,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.945777888322348,ViT-bigG-14,0.9462876738821521,cars,laion2b_s39b_b160k,,,,0.998756373585375,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.8459146872279567,ViT-B-16-plus-240,0.845424689215326,cars,laion400m_e31,,,,0.9909215271732371,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.8358413132694938,ViT-B-16,0.8369486250471208,cars,laion400m_e31,,,,0.986941922646437,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.7911951249844547,ViT-B-32-quickgelu,0.7919403117295352,cars,laion400m_e31,,,,0.9788583509513742,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.7444347717945529,ViT-B-32,0.7469826537954931,cars,laion400m_e31,,,,0.9682875264270613,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.8962815570202711,ViT-L-14,0.896300998677964,cars,laion400m_e31,,,,0.9958960328317373,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.8450441487377192,ViT-B-16-plus-240,0.8453559146554951,cars,laion400m_e32,,,,0.9906728018903121,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.8367118517597314,ViT-B-16,0.8379173501602676,cars,laion400m_e32,,,,0.9870662852878995,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.7929362019649298,ViT-B-32-quickgelu,0.7943631413881436,cars,laion400m_e32,,,,0.9793558015172242,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.7476682004725781,ViT-B-32,0.7490815394403144,cars,laion400m_e32,,,,0.9694067902002238,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.8954110185300336,ViT-L-14,0.8954984402488478,cars,laion400m_e32,,,,0.9961447581146624,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.8408158189279941,convnext_base,0.8415204922937582,cars,laion400m_s13b_b51k,,,,0.987439373212287,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.853625170998632,xlm-roberta-base-ViT-B-32,0.8531573352853168,cars,laion5b_s13b_b90k,,,,0.9907971645317747,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.8916801392861584,convnext_base_w_320,0.8919642730105182,cars,laion_aesthetic_s13b_b82k_augreg,,,,0.9960203954731999,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.8828503917423206,convnext_base_w_320,0.8837547798864595,cars,laion_aesthetic_s13b_b82k,,,,0.9945280437756497,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.86693197363512,convnext_base_w,0.8686025724669936,cars,laion_aesthetic_s13b_b82k,,,,0.9935331426439498,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.6103718442979729,RN101-quickgelu,0.6121752060462557,cars,openai,,,,0.9256311404054222,zeroshot_classification,RN101-quickgelu openai,
en,0.6103718442979729,RN101,0.6121752060462557,cars,openai,,,,0.9256311404054222,zeroshot_classification,RN101 openai,
en,0.5425942047009078,RN50-quickgelu,0.5452066809987443,cars,openai,,,,0.8862081830618083,zeroshot_classification,RN50-quickgelu openai,
en,0.5425942047009078,RN50,0.5452066809987443,cars,openai,,,,0.8862081830618083,zeroshot_classification,RN50 openai,
en,0.7316254197239149,RN50x16,0.7333388688346621,cars,openai,,,,0.9679144385026738,zeroshot_classification,RN50x16 openai,
en,0.6694440989926626,RN50x4,0.6704744905121236,cars,openai,,,,0.9514985698296232,zeroshot_classification,RN50x4 openai,
en,0.7587364755627409,RN50x64,0.7604906231224091,cars,openai,,,,0.9794801641586868,zeroshot_classification,RN50x64 openai,
en,0.6470588235294118,ViT-B-16,0.6465630185622497,cars,openai,,,,0.9416739211540853,zeroshot_classification,ViT-B-16 openai,
en,0.5976868548687975,ViT-B-32-quickgelu,0.5982494928619391,cars,openai,,,,0.9153090411640343,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.5964432284541724,ViT-B-32,0.5979911599624906,cars,openai,,,,0.9145628653152593,zeroshot_classification,ViT-B-32 openai,
en,0.7941798283795548,ViT-L-14-336,0.7932460419818536,cars,openai,,,,0.9865688347220495,zeroshot_classification,ViT-L-14-336 openai,
en,0.7777639597065041,ViT-L-14,0.777028215440077,cars,openai,,,,0.9840815818927994,zeroshot_classification,ViT-L-14 openai,
en,0.036935704514363885,RN101-quickgelu,0.03699006322110399,cars,yfcc15m,,,,0.1494838950379306,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.03755751772167641,RN101,0.03755175265939101,cars,yfcc15m,,,,0.15010570824524314,zeroshot_classification,RN101 yfcc15m,
en,0.04054222111677652,RN50-quickgelu,0.04103050993940241,cars,yfcc15m,,,,0.14376321353065538,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.041661484889939066,RN50,0.041406598510272195,cars,yfcc15m,,,,0.146623554284293,zeroshot_classification,RN50 yfcc15m,
en,0.042890995260663506,RN50-quickgelu,0.0428436018957346,country211,cc12m,,,,0.14838862559241706,zeroshot_classification,RN50-quickgelu cc12m,
en,0.042274881516587676,RN50,0.04222748815165877,country211,cc12m,,,,0.14440758293838862,zeroshot_classification,RN50 cc12m,
en,0.11753554502369669,ViT-B-16,0.11739336492890996,country211,commonpool_l_basic_s1b_b8k,,,,0.31682464454976306,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.14175355450236968,ViT-B-16,0.14180094786729858,country211,commonpool_l_clip_s1b_b8k,,,,0.3465876777251185,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.13061611374407583,ViT-B-16,0.1308530805687204,country211,commonpool_l_image_s1b_b8k,,,,0.3322748815165877,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.1118957345971564,ViT-B-16,0.11203791469194314,country211,commonpool_l_laion_s1b_b8k,,,,0.2943601895734597,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.11829383886255924,ViT-B-16,0.11805687203791469,country211,commonpool_l_s1b_b8k,,,,0.3071563981042654,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.09962085308056871,ViT-B-16,0.09976303317535544,country211,commonpool_l_text_s1b_b8k,,,,0.27919431279620854,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.042369668246445495,ViT-B-32,0.0423696682464455,country211,commonpool_m_basic_s128m_b4k,,,,0.13900473933649288,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.04587677725118484,ViT-B-32,0.045639810426540285,country211,commonpool_m_clip_s128m_b4k,,,,0.14601895734597156,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.046540284360189574,ViT-B-32,0.04672985781990521,country211,commonpool_m_image_s128m_b4k,,,,0.1514218009478673,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.03459715639810427,ViT-B-32,0.03440758293838862,country211,commonpool_m_laion_s128m_b4k,,,,0.11488151658767773,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.03625592417061611,ViT-B-32,0.03620853080568721,country211,commonpool_m_s128m_b4k,,,,0.12587677725118485,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.035450236966824644,ViT-B-32,0.03559241706161138,country211,commonpool_m_text_s128m_b4k,,,,0.12170616113744076,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.011895734597156399,ViT-B-32,0.011895734597156399,country211,commonpool_s_basic_s13m_b4k,,,,0.05146919431279621,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.011990521327014218,ViT-B-32,0.01194312796208531,country211,commonpool_s_clip_s13m_b4k,,,,0.0485781990521327,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.010995260663507108,ViT-B-32,0.01104265402843602,country211,commonpool_s_image_s13m_b4k,,,,0.042559241706161134,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.00981042654028436,ViT-B-32,0.009763033175355453,country211,commonpool_s_laion_s13m_b4k,,,,0.04184834123222749,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.012606635071090047,ViT-B-32,0.012511848341232227,country211,commonpool_s_s13m_b4k,,,,0.05004739336492891,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.012132701421800948,ViT-B-32,0.012180094786729859,country211,commonpool_s_text_s13m_b4k,,,,0.046255924170616115,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.2981516587677725,ViT-L-14,0.29815165876777255,country211,commonpool_xl_clip_s13b_b90k,,,,0.5618483412322275,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.2500473933649289,ViT-L-14,0.25009478672985785,country211,commonpool_xl_laion_s13b_b90k,,,,0.5008056872037915,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.2966824644549763,ViT-L-14,0.29668246445497637,country211,commonpool_xl_s13b_b90k,,,,0.5578199052132702,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.14317535545023696,ViT-B-16,0.14303317535545024,country211,datacomp_l_s1b_b8k,,,,0.3385308056872038,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.045118483412322274,ViT-B-32,0.04516587677725119,country211,datacomp_m_s128m_b4k,,,,0.1432701421800948,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.010995260663507108,ViT-B-32,0.01104265402843602,country211,datacomp_s_s13m_b4k,,,,0.042559241706161134,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.3155924170616114,ViT-L-14,0.31535545023696687,country211,datacomp_xl_s13b_b90k,,,,0.5785781990521327,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.3169668246445498,xlm-roberta-large-ViT-H-14,0.31691943127962086,country211,frozen_laion5b_s13b_b90k,,,,0.5704739336492891,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.16540284360189572,ViT-B-32,0.16516587677725122,country211,laion2b_e16,,,,0.3793838862559242,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.14725118483412322,roberta-ViT-B-32,0.14725118483412322,country211,laion2b_s12b_b32k,,,,0.34383886255924173,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.2881990521327014,ViT-g-14,0.2881516587677725,country211,laion2b_s12b_b42k,,,,0.5423222748815166,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.2014691943127962,convnext_base_w,0.2018483412322275,country211,laion2b_s13b_b82k_augreg,,,,0.4352132701421801,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.20218009478672985,convnext_base_w,0.20227488151658768,country211,laion2b_s13b_b82k,,,,0.434739336492891,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.1442654028436019,coca_ViT-B-32,0.1442654028436019,country211,laion2b_s13b_b90k,,,,0.34554502369668244,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.25260663507109005,convnext_large_d,0.2525592417061611,country211,laion2b_s26b_b102k_augreg,,,,0.4997630331753555,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.26734597156398104,convnext_large_d_320,0.26739336492890997,country211,laion2b_s29b_b131k_ft,,,,0.5188151658767772,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.26526066350710903,convnext_large_d_320,0.265260663507109,country211,laion2b_s29b_b131k_ft_soup,,,,0.5187203791469195,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.2985308056872038,ViT-H-14,0.2984834123222749,country211,laion2b_s32b_b79k,,,,0.5574407582938389,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.26270142180094785,ViT-L-14,0.2627962085308057,country211,laion2b_s32b_b82k,,,,0.515308056872038,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.16687203791469193,ViT-B-32,0.1667772511848341,country211,laion2b_s34b_b79k,,,,0.38350710900473933,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.3129383886255924,convnext_xxlarge,0.31222748815165874,country211,laion2b_s34b_b82k_augreg,,,,0.5713270142180095,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.3158293838862559,convnext_xxlarge,0.31545023696682467,country211,laion2b_s34b_b82k_augreg_rewind,,,,0.5757345971563981,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.31691943127962086,convnext_xxlarge,0.31739336492890996,country211,laion2b_s34b_b82k_augreg_soup,,,,0.5764454976303317,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.2028436018957346,ViT-B-16,0.2028909952606635,country211,laion2b_s34b_b88k,,,,0.43563981042654026,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.30881516587677726,ViT-g-14,0.3089099526066351,country211,laion2b_s34b_b88k,,,,0.5560663507109005,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.33777251184834123,ViT-bigG-14,0.33791469194312795,country211,laion2b_s39b_b160k,,,,0.5871090047393365,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.1885308056872038,ViT-B-16-plus-240,0.18829383886255927,country211,laion400m_e31,,,,0.4143127962085308,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.18023696682464455,ViT-B-16,0.18018957345971562,country211,laion400m_e31,,,,0.4002843601895735,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.14748815165876777,ViT-B-32-quickgelu,0.14772511848341233,country211,laion400m_e31,,,,0.3501421800947867,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.13554502369668248,ViT-B-32,0.1356872037914692,country211,laion400m_e31,,,,0.322654028436019,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.22872037914691942,ViT-L-14,0.22876777251184838,country211,laion400m_e31,,,,0.4686255924170616,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.18971563981042655,ViT-B-16-plus-240,0.1895734597156398,country211,laion400m_e32,,,,0.4160663507109005,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.18113744075829383,ViT-B-16,0.181042654028436,country211,laion400m_e32,,,,0.40199052132701424,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.14753554502369667,ViT-B-32-quickgelu,0.1474881516587678,country211,laion400m_e32,,,,0.35127962085308057,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.13502369668246444,ViT-B-32,0.1351658767772512,country211,laion400m_e32,,,,0.32308056872037916,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.2304739336492891,ViT-L-14,0.2305687203791469,country211,laion400m_e32,,,,0.4704739336492891,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.16995260663507109,convnext_base,0.1700473933649289,country211,laion400m_s13b_b51k,,,,0.3893838862559242,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.18966824644549762,xlm-roberta-base-ViT-B-32,0.18943127962085307,country211,laion5b_s13b_b90k,,,,0.41232227488151657,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.22398104265402843,convnext_base_w_320,0.2241232227488152,country211,laion_aesthetic_s13b_b82k_augreg,,,,0.4623222748815166,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.22374407582938388,convnext_base_w_320,0.22388625592417064,country211,laion_aesthetic_s13b_b82k,,,,0.46417061611374405,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.22270142180094787,convnext_base_w,0.22227488151658767,country211,laion_aesthetic_s13b_b82k,,,,0.45540284360189576,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.1695734597156398,RN101-quickgelu,0.16938388625592418,country211,openai,,,,0.3944075829383886,zeroshot_classification,RN101-quickgelu openai,
en,0.1695734597156398,RN101,0.16938388625592418,country211,openai,,,,0.3944075829383886,zeroshot_classification,RN101 openai,
en,0.1543601895734597,RN50-quickgelu,0.154218009478673,country211,openai,,,,0.37170616113744076,zeroshot_classification,RN50-quickgelu openai,
en,0.1543601895734597,RN50,0.154218009478673,country211,openai,,,,0.37170616113744076,zeroshot_classification,RN50 openai,
en,0.2437914691943128,RN50x16,0.24345971563981045,country211,openai,,,,0.49867298578199054,zeroshot_classification,RN50x16 openai,
en,0.20364928909952607,RN50x4,0.20402843601895737,country211,openai,,,,0.4439336492890995,zeroshot_classification,RN50x4 openai,
en,0.2975829383886256,RN50x64,0.29763033175355447,country211,openai,,,,0.5686255924170616,zeroshot_classification,RN50x64 openai,
en,0.22829383886255925,ViT-B-16,0.22857819905213275,country211,openai,,,,0.485260663507109,zeroshot_classification,ViT-B-16 openai,
en,0.17199052132701423,ViT-B-32-quickgelu,0.1719905213270142,country211,openai,,,,0.4043601895734597,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.17222748815165878,ViT-B-32,0.17227488151658768,country211,openai,,,,0.40464454976303316,zeroshot_classification,ViT-B-32 openai,
en,0.34445497630331756,ViT-L-14-336,0.34459715639810423,country211,openai,,,,0.6235545023696683,zeroshot_classification,ViT-L-14-336 openai,
en,0.3185781990521327,ViT-L-14,0.31862559241706156,country211,openai,,,,0.5936018957345972,zeroshot_classification,ViT-L-14 openai,
en,0.06791469194312796,RN101-quickgelu,0.06791469194312798,country211,yfcc15m,,,,0.20052132701421801,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.06981042654028435,RN101,0.06990521327014218,country211,yfcc15m,,,,0.20563981042654028,zeroshot_classification,RN101 yfcc15m,
en,0.06360189573459715,RN50-quickgelu,0.06345971563981043,country211,yfcc15m,,,,0.19,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.0642654028436019,RN50,0.0642654028436019,country211,yfcc15m,,,,0.19033175355450238,zeroshot_classification,RN50 yfcc15m,
en,0.15018110894399553,RN50-quickgelu,0.14662124324313588,fer2013,cc12m,,,,0.8676511563109501,zeroshot_classification,RN50-quickgelu cc12m,
en,0.14432989690721648,RN50,0.14160183948789265,fer2013,cc12m,,,,0.865979381443299,zeroshot_classification,RN50 cc12m,
en,0.09208693229311786,ViT-B-16,0.17436961493254702,fer2013,commonpool_l_basic_s1b_b8k,,,,0.7213708553914739,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.22861521315129563,ViT-B-16,0.24195631496537182,fer2013,commonpool_l_clip_s1b_b8k,,,,0.777514628030092,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.21259403733630539,ViT-B-16,0.1846572273816425,fer2013,commonpool_l_image_s1b_b8k,,,,0.8006408470325996,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.27458902201170243,ViT-B-16,0.24944468348786755,fer2013,commonpool_l_laion_s1b_b8k,,,,0.7814154360546113,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.18779604346614656,ViT-B-16,0.15804123422452224,fer2013,commonpool_l_s1b_b8k,,,,0.7776539426023962,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.18751741432153804,ViT-B-16,0.16270482120373703,fer2013,commonpool_l_text_s1b_b8k,,,,0.856505990526609,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.17316801337419893,ViT-B-32,0.16201333500387768,fer2013,commonpool_m_basic_s128m_b4k,,,,0.7453329618278072,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.17358595709111174,ViT-B-32,0.1618064809959833,fer2013,commonpool_m_clip_s128m_b4k,,,,0.8641682920033436,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.19100027862914462,ViT-B-32,0.17054633536742453,fer2013,commonpool_m_image_s128m_b4k,,,,0.8335190860964057,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.13583170799665645,ViT-B-32,0.1664110667259593,fer2013,commonpool_m_laion_s128m_b4k,,,,0.7333519086096406,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.17609361939258847,ViT-B-32,0.14767144869844656,fer2013,commonpool_m_s128m_b4k,,,,0.8397882418500975,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.15254945667316802,ViT-B-32,0.1455183711834396,fer2013,commonpool_m_text_s128m_b4k,,,,0.7577319587628866,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.01894678183337977,ViT-B-32,0.14515720241362165,fer2013,commonpool_s_basic_s13m_b4k,,,,0.6780440234048482,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.024240735580941766,ViT-B-32,0.1495294500538614,fer2013,commonpool_s_clip_s13m_b4k,,,,0.5993312900529395,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.05377542490944553,ViT-B-32,0.14216612885601487,fer2013,commonpool_s_image_s13m_b4k,,,,0.7371134020618557,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.18333797715241015,ViT-B-32,0.14837667504835197,fer2013,commonpool_s_laion_s13m_b4k,,,,0.7826692672053497,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.1624407913067707,ViT-B-32,0.14309758830758026,fer2013,commonpool_s_s13m_b4k,,,,0.64084703259961,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.07592644190582334,ViT-B-32,0.14434093975264908,fer2013,commonpool_s_text_s13m_b4k,,,,0.6380607411535246,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.3849261632766787,ViT-L-14,0.3683523904796374,fer2013,commonpool_xl_clip_s13b_b90k,,,,0.845360824742268,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.43452215101699637,ViT-L-14,0.3827977274127739,fer2013,commonpool_xl_laion_s13b_b90k,,,,0.8779604346614656,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.2557815547506269,ViT-L-14,0.2725599645636974,fer2013,commonpool_xl_s13b_b90k,,,,0.8807467261075509,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.2953468932850376,ViT-B-16,0.25759399652379483,fer2013,datacomp_l_s1b_b8k,,,,0.8329618278071886,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.21872387851769295,ViT-B-32,0.19043979136103117,fer2013,datacomp_m_s128m_b4k,,,,0.8052382279186403,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.05377542490944553,ViT-B-32,0.14216612885601487,fer2013,datacomp_s_s13m_b4k,,,,0.7371134020618557,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.4556979660072444,ViT-L-14,0.40771108465478106,fer2013,datacomp_xl_s13b_b90k,,,,0.916271942045138,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.5353859013652829,xlm-roberta-large-ViT-H-14,0.48723866331148813,fer2013,frozen_laion5b_s13b_b90k,,,,0.9664251880746726,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.48133184731122874,ViT-B-32,0.4637472420147857,fer2013,laion2b_e16,,,,0.9421844524937308,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.42114795207578715,roberta-ViT-B-32,0.4011610999821161,fer2013,laion2b_s12b_b32k,,,,0.8916132627472834,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.4701866815268877,ViT-g-14,0.4835242978985015,fer2013,laion2b_s12b_b42k,,,,0.9458066313736417,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.5142100863750348,convnext_base_w,0.5056465916466779,fer2013,laion2b_s13b_b82k_augreg,,,,0.9424630816383394,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.44246308163833936,convnext_base_w,0.45153130268838776,fer2013,laion2b_s13b_b82k,,,,0.9456673168013374,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.44455280022290333,coca_ViT-B-32,0.4172881411643384,fer2013,laion2b_s13b_b90k,,,,0.9240735580941767,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.5289774310392867,convnext_large_d,0.524960411036903,fer2013,laion2b_s26b_b102k_augreg,,,,0.9554193368626358,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.5267483978824185,convnext_large_d_320,0.5190015250838119,fer2013,laion2b_s29b_b131k_ft,,,,0.9586235720256339,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.5309278350515464,convnext_large_d_320,0.5240445153572348,fer2013,laion2b_s29b_b131k_ft_soup,,,,0.9582056283087211,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.5199219838395096,ViT-H-14,0.5062298711969814,fer2013,laion2b_s32b_b79k,,,,0.9651713569239343,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.5395653385344107,ViT-L-14,0.532283636797752,fer2013,laion2b_s32b_b82k,,,,0.9478963499582056,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.4724157146837559,ViT-B-32,0.43674518341273044,fer2013,laion2b_s34b_b79k,,,,0.9335469490108665,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.5576762329339648,convnext_xxlarge,0.5494815238205818,fer2013,laion2b_s34b_b82k_augreg,,,,0.9714405126776261,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.5753691836166063,convnext_xxlarge,0.5506259633755768,fer2013,laion2b_s34b_b82k_augreg_rewind,,,,0.9722764001114517,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.5716076901643912,convnext_xxlarge,0.5536032916021567,fer2013,laion2b_s34b_b82k_augreg_soup,,,,0.9714405126776261,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.51797157982725,ViT-B-16,0.4624853590689946,fer2013,laion2b_s34b_b88k,,,,0.9371691278907773,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.5583728057954862,ViT-g-14,0.5225152903353897,fer2013,laion2b_s34b_b88k,,,,0.9533296182780718,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.5948732237392031,ViT-bigG-14,0.5333943822404705,fer2013,laion2b_s39b_b160k,,,,0.9715798272499303,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.4423237670660351,ViT-B-16-plus-240,0.3917024147420434,fer2013,laion400m_e31,,,,0.9469211479520758,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.42532738924491503,ViT-B-16,0.3919678961211761,fer2013,laion400m_e31,,,,0.896210643633324,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.4296461409863472,ViT-B-32-quickgelu,0.3994390171162558,fer2013,laion400m_e31,,,,0.9350794093062135,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.4382836444692115,ViT-B-32,0.38284048852641145,fer2013,laion400m_e31,,,,0.938005015324603,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.5025076623014767,ViT-L-14,0.45016120590178443,fer2013,laion400m_e31,,,,0.9318751741432154,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.4453886876567289,ViT-B-16-plus-240,0.3946771862202874,fer2013,laion400m_e32,,,,0.94706046252438,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.43159654499860683,ViT-B-16,0.3920881262067783,fer2013,laion400m_e32,,,,0.8987183059348007,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.42936751184173866,ViT-B-32-quickgelu,0.3975293600079845,fer2013,laion400m_e32,,,,0.9370298133184731,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.44079130677068823,ViT-B-32,0.38833772646455456,fer2013,laion400m_e32,,,,0.9405126776260797,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.5027862914460852,ViT-L-14,0.4511848136841701,fer2013,laion400m_e32,,,,0.9314572304263026,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.4860685427695737,convnext_base,0.4118518172710418,fer2013,laion400m_s13b_b51k,,,,0.9490108665366397,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.4625243800501532,xlm-roberta-base-ViT-B-32,0.4028265820377127,fer2013,laion5b_s13b_b90k,,,,0.9180830314850933,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.519086096405684,convnext_base_w_320,0.47481408102080336,fer2013,laion_aesthetic_s13b_b82k_augreg,,,,0.9501253831150739,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.3576205071050432,convnext_base_w_320,0.38887163959479576,fer2013,laion_aesthetic_s13b_b82k,,,,0.9171078294789635,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.4437169127890777,convnext_base_w,0.43602424994582806,fer2013,laion_aesthetic_s13b_b82k,,,,0.9240735580941767,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.042630259125104486,coca_ViT-B-32,0.14335929274928788,fer2013,mscoco_finetuned_laion2b_s13b_b90k,,,,0.7124547227640011,zeroshot_classification,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,0.3976037893563667,RN101-quickgelu,0.368067307852295,fer2013,openai,,,,0.9477570353859014,zeroshot_classification,RN101-quickgelu openai,
en,0.3976037893563667,RN101,0.368067307852295,fer2013,openai,,,,0.9477570353859014,zeroshot_classification,RN101 openai,
en,0.34605739760378934,RN50-quickgelu,0.3165687386641732,fer2013,openai,,,,0.9382836444692115,zeroshot_classification,RN50-quickgelu openai,
en,0.34605739760378934,RN50,0.3165687386641732,fer2013,openai,,,,0.9382836444692115,zeroshot_classification,RN50 openai,
en,0.49707439398161046,RN50x16,0.46205595830518476,fer2013,openai,,,,0.9618278071886319,zeroshot_classification,RN50x16 openai,
en,0.4498467539704653,RN50x4,0.42593830927530235,fer2013,openai,,,,0.9431596544998607,zeroshot_classification,RN50x4 openai,
en,0.5612984118138757,RN50x64,0.5232211283044873,fer2013,openai,,,,0.9648927277793257,zeroshot_classification,RN50x64 openai,
en,0.46238506547784897,ViT-B-16,0.4188361439217557,fer2013,openai,,,,0.9562552242964614,zeroshot_classification,ViT-B-16 openai,
en,0.41264976316522706,ViT-B-32-quickgelu,0.36123247380347356,fer2013,openai,,,,0.9476177208135971,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.41473948174979103,ViT-B-32,0.3628765742313056,fer2013,openai,,,,0.94706046252438,zeroshot_classification,ViT-B-32 openai,
en,0.4906659236556144,ViT-L-14-336,0.4964594815167144,fer2013,openai,,,,0.9714405126776261,zeroshot_classification,ViT-L-14-336 openai,
en,0.5001393145723043,ViT-L-14,0.4943711743568353,fer2013,openai,,,,0.9724157146837559,zeroshot_classification,ViT-L-14 openai,
en,0.34215658957927,RN101-quickgelu,0.2356754251471607,fer2013,yfcc15m,,,,0.8456394538868766,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.3624965171356924,RN101,0.27407883723114246,fer2013,yfcc15m,,,,0.8473112287545277,zeroshot_classification,RN101 yfcc15m,
en,0.24658679297854555,RN50-quickgelu,0.21342294920821298,fer2013,yfcc15m,,,,0.8066313736416829,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.26873780997492336,RN50,0.23862694404757054,fer2013,yfcc15m,,,,0.7726386179994428,zeroshot_classification,RN50 yfcc15m,
en,0.021902190219021903,RN50-quickgelu,0.021960784313725487,fgvc_aircraft,cc12m,,,,0.08700870087008701,zeroshot_classification,RN50-quickgelu cc12m,
en,0.018301830183018303,RN50,0.018039215686274514,fgvc_aircraft,cc12m,,,,0.08280828082808281,zeroshot_classification,RN50 cc12m,
en,0.046804680468046804,ViT-B-16,0.04835115864527629,fgvc_aircraft,commonpool_l_basic_s1b_b8k,,,,0.1557155715571557,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.08280828082808281,ViT-B-16,0.08369875222816399,fgvc_aircraft,commonpool_l_clip_s1b_b8k,,,,0.26282628262826285,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.0738073807380738,ViT-B-16,0.07292335115864527,fgvc_aircraft,commonpool_l_image_s1b_b8k,,,,0.24092409240924093,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.0711071107110711,ViT-B-16,0.07053475935828878,fgvc_aircraft,commonpool_l_laion_s1b_b8k,,,,0.2085208520852085,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.032703270327032706,ViT-B-16,0.031327985739750444,fgvc_aircraft,commonpool_l_s1b_b8k,,,,0.11701170117011701,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.04590459045904591,ViT-B-16,0.045659536541889485,fgvc_aircraft,commonpool_l_text_s1b_b8k,,,,0.15751575157515751,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.0165016501650165,ViT-B-32,0.01612299465240642,fgvc_aircraft,commonpool_m_basic_s128m_b4k,,,,0.06570657065706571,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.021602160216021602,ViT-B-32,0.02215686274509804,fgvc_aircraft,commonpool_m_clip_s128m_b4k,,,,0.10171017101710171,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.021902190219021903,ViT-B-32,0.021568627450980392,fgvc_aircraft,commonpool_m_image_s128m_b4k,,,,0.09120912091209121,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.0168016801680168,ViT-B-32,0.016871657754010696,fgvc_aircraft,commonpool_m_laion_s128m_b4k,,,,0.0816081608160816,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.012601260126012601,ViT-B-32,0.012959001782531194,fgvc_aircraft,commonpool_m_s128m_b4k,,,,0.063006300630063,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.021602160216021602,ViT-B-32,0.02056149732620321,fgvc_aircraft,commonpool_m_text_s128m_b4k,,,,0.0708070807080708,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.0102010201020102,ViT-B-32,0.010294117647058822,fgvc_aircraft,commonpool_s_basic_s13m_b4k,,,,0.051005100510051006,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.0084008400840084,ViT-B-32,0.008324420677361853,fgvc_aircraft,commonpool_s_clip_s13m_b4k,,,,0.0555055505550555,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.012001200120012,ViT-B-32,0.011978609625668449,fgvc_aircraft,commonpool_s_image_s13m_b4k,,,,0.054305430543054305,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.013501350135013501,ViT-B-32,0.013368983957219251,fgvc_aircraft,commonpool_s_laion_s13m_b4k,,,,0.050705070507050705,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.008100810081008101,ViT-B-32,0.008065953654188949,fgvc_aircraft,commonpool_s_s13m_b4k,,,,0.052505250525052505,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.013801380138013802,ViT-B-32,0.013600713012477717,fgvc_aircraft,commonpool_s_text_s13m_b4k,,,,0.056105610561056105,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.3846384638463846,ViT-L-14,0.3856684491978611,fgvc_aircraft,commonpool_xl_clip_s13b_b90k,,,,0.7965796579657966,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.28742874287428744,ViT-L-14,0.28746880570409983,fgvc_aircraft,commonpool_xl_laion_s13b_b90k,,,,0.6615661566156615,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.19561956195619562,ViT-L-14,0.19543672014260252,fgvc_aircraft,commonpool_xl_s13b_b90k,,,,0.51995199519952,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.10081008100810081,ViT-B-16,0.09890374331550802,fgvc_aircraft,datacomp_l_s1b_b8k,,,,0.327032703270327,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.0306030603060306,ViT-B-32,0.03035650623885918,fgvc_aircraft,datacomp_m_s128m_b4k,,,,0.10801080108010801,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.012001200120012,ViT-B-32,0.011978609625668449,fgvc_aircraft,datacomp_s_s13m_b4k,,,,0.054305430543054305,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.4746474647464746,ViT-L-14,0.475855614973262,fgvc_aircraft,datacomp_xl_s13b_b90k,,,,0.8766876687668766,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.465946594659466,xlm-roberta-large-ViT-H-14,0.4655704099821747,fgvc_aircraft,frozen_laion5b_s13b_b90k,,,,0.8976897689768977,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.23162316231623162,ViT-B-32,0.23039215686274514,fgvc_aircraft,laion2b_e16,,,,0.5325532553255325,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.17281728172817282,roberta-ViT-B-32,0.17365418894830661,fgvc_aircraft,laion2b_s12b_b32k,,,,0.4602460246024602,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.38133813381338133,ViT-g-14,0.3809714795008912,fgvc_aircraft,laion2b_s12b_b42k,,,,0.8004800480048004,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.22532253225322532,convnext_base_w,0.22323529411764706,fgvc_aircraft,laion2b_s13b_b82k_augreg,,,,0.5643564356435643,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.2832283228322832,convnext_base_w,0.2816131907308378,fgvc_aircraft,laion2b_s13b_b82k,,,,0.6591659165916591,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.18871887188718872,coca_ViT-B-32,0.1878787878787879,fgvc_aircraft,laion2b_s13b_b90k,,,,0.49444944494449444,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.36123612361236124,convnext_large_d,0.35919786096256684,fgvc_aircraft,laion2b_s26b_b102k_augreg,,,,0.7515751575157515,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.3789378937893789,convnext_large_d_320,0.37670231729055254,fgvc_aircraft,laion2b_s29b_b131k_ft,,,,0.7581758175817582,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.36423642364236425,convnext_large_d_320,0.36237076648841354,fgvc_aircraft,laion2b_s29b_b131k_ft_soup,,,,0.7644764476447645,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.42514251425142513,ViT-H-14,0.4255793226381462,fgvc_aircraft,laion2b_s32b_b79k,,,,0.8376837683768377,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.36543654365436545,ViT-L-14,0.3660695187165775,fgvc_aircraft,laion2b_s32b_b82k,,,,0.7446744674467447,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.2448244824482448,ViT-B-32,0.24385026737967916,fgvc_aircraft,laion2b_s34b_b79k,,,,0.5745574557455746,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.42484248424842486,convnext_xxlarge,0.4241176470588235,fgvc_aircraft,laion2b_s34b_b82k_augreg,,,,0.8655865586558655,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.44104410441044106,convnext_xxlarge,0.44132798573975046,fgvc_aircraft,laion2b_s34b_b82k_augreg_rewind,,,,0.8601860186018602,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.44764476447644763,convnext_xxlarge,0.4452317290552585,fgvc_aircraft,laion2b_s34b_b82k_augreg_soup,,,,0.8661866186618662,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.2694269426942694,ViT-B-16,0.2694474153297683,fgvc_aircraft,laion2b_s34b_b88k,,,,0.6057605760576058,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.44434443444344435,ViT-g-14,0.44498217468805706,fgvc_aircraft,laion2b_s34b_b88k,,,,0.8673867386738674,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.49444944494449444,ViT-bigG-14,0.4971033868092692,fgvc_aircraft,laion2b_s39b_b160k,,,,0.9174917491749175,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.1863186318631863,ViT-B-16-plus-240,0.1843137254901961,fgvc_aircraft,laion400m_e31,,,,0.44764476447644763,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.17401740174017402,ViT-B-16,0.17444741532976826,fgvc_aircraft,laion400m_e31,,,,0.44194419441944194,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.16741674167416742,ViT-B-32-quickgelu,0.16605169340463458,fgvc_aircraft,laion400m_e31,,,,0.40864086408640865,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.14461446144614462,ViT-B-32,0.14308377896613192,fgvc_aircraft,laion400m_e31,,,,0.38613861386138615,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.24752475247524752,ViT-L-14,0.24623885918003569,fgvc_aircraft,laion400m_e31,,,,0.5928592859285928,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.1854185418541854,ViT-B-16-plus-240,0.18461675579322642,fgvc_aircraft,laion400m_e32,,,,0.44284428442844287,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.1773177317731773,ViT-B-16,0.17652406417112304,fgvc_aircraft,laion400m_e32,,,,0.45034503450345037,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.16651665166516652,ViT-B-32-quickgelu,0.1657664884135473,fgvc_aircraft,laion400m_e32,,,,0.4089408940894089,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.147014701470147,ViT-B-32,0.14640819964349377,fgvc_aircraft,laion400m_e32,,,,0.38793879387938796,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.24992499249924993,ViT-L-14,0.25013368983957224,fgvc_aircraft,laion400m_e32,,,,0.6015601560156015,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.1563156315631563,convnext_base,0.1559536541889483,fgvc_aircraft,laion400m_s13b_b51k,,,,0.42514251425142513,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.2676267626762676,xlm-roberta-base-ViT-B-32,0.2668270944741533,fgvc_aircraft,laion5b_s13b_b90k,,,,0.6465646564656465,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.2613261326132613,convnext_base_w_320,0.2638413547237077,fgvc_aircraft,laion_aesthetic_s13b_b82k_augreg,,,,0.6066606660666066,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.2889288928892889,convnext_base_w_320,0.28659536541889485,fgvc_aircraft,laion_aesthetic_s13b_b82k,,,,0.6258625862586259,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.29372937293729373,convnext_base_w,0.29259358288770054,fgvc_aircraft,laion_aesthetic_s13b_b82k,,,,0.624962496249625,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.1851185118511851,RN101-quickgelu,0.18408199643493758,fgvc_aircraft,openai,,,,0.4665466546654665,zeroshot_classification,RN101-quickgelu openai,
en,0.1851185118511851,RN101,0.18408199643493758,fgvc_aircraft,openai,,,,0.4665466546654665,zeroshot_classification,RN101 openai,
en,0.1698169816981698,RN50-quickgelu,0.1702673796791444,fgvc_aircraft,openai,,,,0.459045904590459,zeroshot_classification,RN50-quickgelu openai,
en,0.1698169816981698,RN50,0.1702673796791444,fgvc_aircraft,openai,,,,0.459045904590459,zeroshot_classification,RN50 openai,
en,0.2745274527452745,RN50x16,0.27322638146167555,fgvc_aircraft,openai,,,,0.6093609360936093,zeroshot_classification,RN50x16 openai,
en,0.21002100210021002,RN50x4,0.210222816399287,fgvc_aircraft,openai,,,,0.5433543354335434,zeroshot_classification,RN50x4 openai,
en,0.309030903090309,RN50x64,0.30818181818181817,fgvc_aircraft,openai,,,,0.7224722472247225,zeroshot_classification,RN50x64 openai,
en,0.24332433243324333,ViT-B-16,0.2433065953654189,fgvc_aircraft,openai,,,,0.6039603960396039,zeroshot_classification,ViT-B-16 openai,
en,0.19591959195919592,ViT-B-32-quickgelu,0.19557932263814615,fgvc_aircraft,openai,,,,0.49564956495649565,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.19411941194119411,ViT-B-32,0.19436720142602495,fgvc_aircraft,openai,,,,0.49624962496249625,zeroshot_classification,ViT-B-32 openai,
en,0.3309330933093309,ViT-L-14-336,0.33160427807486625,fgvc_aircraft,openai,,,,0.7851785178517852,zeroshot_classification,ViT-L-14-336 openai,
en,0.31683168316831684,ViT-L-14,0.31596256684491975,fgvc_aircraft,openai,,,,0.7797779777977798,zeroshot_classification,ViT-L-14 openai,
en,0.0426042604260426,RN101-quickgelu,0.042049910873440274,fgvc_aircraft,yfcc15m,,,,0.16831683168316833,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.04410441044104411,RN101,0.04367201426024955,fgvc_aircraft,yfcc15m,,,,0.17431743174317432,zeroshot_classification,RN101 yfcc15m,
en,0.037803780378037805,RN50-quickgelu,0.038012477718360076,fgvc_aircraft,yfcc15m,,,,0.14371437143714372,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.0375037503750375,RN50,0.037335115864527625,fgvc_aircraft,yfcc15m,,,,0.15121512151215122,zeroshot_classification,RN50 yfcc15m,
en,,RN50-quickgelu,,flickr30k,cc12m,0.7310000061988831,,,,zeroshot_retrieval,RN50-quickgelu cc12m,0.8500000238418579
en,,RN50,,flickr30k,cc12m,0.7203999757766724,,,,zeroshot_retrieval,RN50 cc12m,0.8410000205039978
en,,ViT-B-16,,flickr30k,commonpool_l_basic_s1b_b8k,0.7829999923706055,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_basic_s1b_b8k,0.878000020980835
en,,ViT-B-16,,flickr30k,commonpool_l_clip_s1b_b8k,0.7734000086784363,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_clip_s1b_b8k,0.8889999985694885
en,,ViT-B-16,,flickr30k,commonpool_l_image_s1b_b8k,0.7892000079154968,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_image_s1b_b8k,0.8840000033378601
en,,ViT-B-16,,flickr30k,commonpool_l_laion_s1b_b8k,0.8095999956130981,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_laion_s1b_b8k,0.9079999923706055
en,,ViT-B-16,,flickr30k,commonpool_l_s1b_b8k,0.6988000273704529,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_s1b_b8k,0.8140000104904175
en,,ViT-B-16,,flickr30k,commonpool_l_text_s1b_b8k,0.7919999957084656,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_text_s1b_b8k,0.8880000114440918
en,,ViT-B-32,,flickr30k,commonpool_m_basic_s128m_b4k,0.4138000011444092,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_basic_s128m_b4k,0.5170000195503235
en,,ViT-B-32,,flickr30k,commonpool_m_clip_s128m_b4k,0.40799999237060547,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_clip_s128m_b4k,0.5429999828338623
en,,ViT-B-32,,flickr30k,commonpool_m_image_s128m_b4k,0.4129999876022339,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_image_s128m_b4k,0.5210000276565552
en,,ViT-B-32,,flickr30k,commonpool_m_laion_s128m_b4k,0.3919999897480011,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_laion_s128m_b4k,0.5220000147819519
en,,ViT-B-32,,flickr30k,commonpool_m_s128m_b4k,0.3147999942302704,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_s128m_b4k,0.40700000524520874
en,,ViT-B-32,,flickr30k,commonpool_m_text_s128m_b4k,0.41260001063346863,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_text_s128m_b4k,0.531000018119812
en,,ViT-B-32,,flickr30k,commonpool_s_basic_s13m_b4k,0.0934000015258789,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_basic_s13m_b4k,0.13199999928474426
en,,ViT-B-32,,flickr30k,commonpool_s_clip_s13m_b4k,0.09099999815225601,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_clip_s13m_b4k,0.14100000262260437
en,,ViT-B-32,,flickr30k,commonpool_s_image_s13m_b4k,0.060600001364946365,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_image_s13m_b4k,0.07599999755620956
en,,ViT-B-32,,flickr30k,commonpool_s_laion_s13m_b4k,0.06700000166893005,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_laion_s13m_b4k,0.09099999815225601
en,,ViT-B-32,,flickr30k,commonpool_s_s13m_b4k,0.06859999895095825,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_s13m_b4k,0.0989999994635582
en,,ViT-B-32,,flickr30k,commonpool_s_text_s13m_b4k,0.09260000288486481,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_text_s13m_b4k,0.12800000607967377
en,,ViT-L-14,,flickr30k,commonpool_xl_clip_s13b_b90k,0.8980000019073486,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_clip_s13b_b90k,0.9739999771118164
en,,ViT-L-14,,flickr30k,commonpool_xl_laion_s13b_b90k,0.9294000267982483,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_laion_s13b_b90k,0.9900000095367432
en,,ViT-L-14,,flickr30k,commonpool_xl_s13b_b90k,0.8636000156402588,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_s13b_b90k,0.9459999799728394
en,,ViT-B-16,,flickr30k,datacomp_l_s1b_b8k,0.8068000078201294,,,,zeroshot_retrieval,ViT-B-16 datacomp_l_s1b_b8k,0.9129999876022339
en,,ViT-B-32,,flickr30k,datacomp_m_s128m_b4k,0.4041999876499176,,,,zeroshot_retrieval,ViT-B-32 datacomp_m_s128m_b4k,0.5199999809265137
en,,ViT-B-32,,flickr30k,datacomp_s_s13m_b4k,0.060600001364946365,,,,zeroshot_retrieval,ViT-B-32 datacomp_s_s13m_b4k,0.07599999755620956
en,,ViT-L-14,,flickr30k,datacomp_xl_s13b_b90k,0.9164000153541565,,,,zeroshot_retrieval,ViT-L-14 datacomp_xl_s13b_b90k,0.9860000014305115
en,,xlm-roberta-large-ViT-H-14,,flickr30k,frozen_laion5b_s13b_b90k,0.9394000172615051,,,,zeroshot_retrieval,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,0.9919999837875366
en,,ViT-B-32,,flickr30k,laion2b_e16,0.8820000290870667,,,,zeroshot_retrieval,ViT-B-32 laion2b_e16,0.9629999995231628
en,,roberta-ViT-B-32,,flickr30k,laion2b_s12b_b32k,0.8677999973297119,,,,zeroshot_retrieval,roberta-ViT-B-32 laion2b_s12b_b32k,0.9490000009536743
en,,ViT-g-14,,flickr30k,laion2b_s12b_b42k,0.9366000294685364,,,,zeroshot_retrieval,ViT-g-14 laion2b_s12b_b42k,0.9909999966621399
en,,convnext_base_w,,flickr30k,laion2b_s13b_b82k_augreg,0.9146000146865845,,,,zeroshot_retrieval,convnext_base_w laion2b_s13b_b82k_augreg,0.9829999804496765
en,,convnext_base_w,,flickr30k,laion2b_s13b_b82k,0.9150000214576721,,,,zeroshot_retrieval,convnext_base_w laion2b_s13b_b82k,0.9800000190734863
en,,coca_ViT-B-32,,flickr30k,laion2b_s13b_b90k,0.8601999878883362,,,,zeroshot_retrieval,coca_ViT-B-32 laion2b_s13b_b90k,0.9559999704360962
en,,convnext_large_d,,flickr30k,laion2b_s26b_b102k_augreg,0.9308000206947327,,,,zeroshot_retrieval,convnext_large_d laion2b_s26b_b102k_augreg,0.9850000143051147
en,,convnext_large_d_320,,flickr30k,laion2b_s29b_b131k_ft,0.9363999962806702,,,,zeroshot_retrieval,convnext_large_d_320 laion2b_s29b_b131k_ft,0.9900000095367432
en,,convnext_large_d_320,,flickr30k,laion2b_s29b_b131k_ft_soup,0.9391999840736389,,,,zeroshot_retrieval,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,0.9900000095367432
en,,ViT-H-14,,flickr30k,laion2b_s32b_b79k,0.9413999915122986,,,,zeroshot_retrieval,ViT-H-14 laion2b_s32b_b79k,0.9929999709129333
en,,ViT-L-14,,flickr30k,laion2b_s32b_b82k,0.9290000200271606,,,,zeroshot_retrieval,ViT-L-14 laion2b_s32b_b82k,0.9869999885559082
en,,ViT-B-32,,flickr30k,laion2b_s34b_b79k,0.8831999897956848,,,,zeroshot_retrieval,ViT-B-32 laion2b_s34b_b79k,0.9629999995231628
en,,convnext_xxlarge,,flickr30k,laion2b_s34b_b82k_augreg,0.9416000247001648,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg,0.9919999837875366
en,,convnext_xxlarge,,flickr30k,laion2b_s34b_b82k_augreg_rewind,0.9441999793052673,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,0.9909999966621399
en,,convnext_xxlarge,,flickr30k,laion2b_s34b_b82k_augreg_soup,0.9462000131607056,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,0.9919999837875366
en,,ViT-B-16,,flickr30k,laion2b_s34b_b88k,0.9034000039100647,,,,zeroshot_retrieval,ViT-B-16 laion2b_s34b_b88k,0.9800000190734863
en,,ViT-g-14,,flickr30k,laion2b_s34b_b88k,0.9417999982833862,,,,zeroshot_retrieval,ViT-g-14 laion2b_s34b_b88k,0.9919999837875366
en,,ViT-bigG-14,,flickr30k,laion2b_s39b_b160k,0.9495999813079834,,,,zeroshot_retrieval,ViT-bigG-14 laion2b_s39b_b160k,0.9929999709129333
en,,ViT-B-16-plus-240,,flickr30k,laion400m_e31,0.8881999850273132,,,,zeroshot_retrieval,ViT-B-16-plus-240 laion400m_e31,0.9710000157356262
en,,ViT-B-16,,flickr30k,laion400m_e31,0.8805999755859375,,,,zeroshot_retrieval,ViT-B-16 laion400m_e31,0.9660000205039978
en,,ViT-B-32-quickgelu,,flickr30k,laion400m_e31,0.855400025844574,,,,zeroshot_retrieval,ViT-B-32-quickgelu laion400m_e31,0.9409999847412109
en,,ViT-B-32,,flickr30k,laion400m_e31,0.8389999866485596,,,,zeroshot_retrieval,ViT-B-32 laion400m_e31,0.9380000233650208
en,,ViT-L-14,,flickr30k,laion400m_e31,0.9064000248908997,,,,zeroshot_retrieval,ViT-L-14 laion400m_e31,0.9779999852180481
en,,ViT-B-16-plus-240,,flickr30k,laion400m_e32,0.88919997215271,,,,zeroshot_retrieval,ViT-B-16-plus-240 laion400m_e32,0.9710000157356262
en,,ViT-B-16,,flickr30k,laion400m_e32,0.8827999830245972,,,,zeroshot_retrieval,ViT-B-16 laion400m_e32,0.968999981880188
en,,ViT-B-32-quickgelu,,flickr30k,laion400m_e32,0.854200005531311,,,,zeroshot_retrieval,ViT-B-32-quickgelu laion400m_e32,0.9399999976158142
en,,ViT-B-32,,flickr30k,laion400m_e32,0.8396000266075134,,,,zeroshot_retrieval,ViT-B-32 laion400m_e32,0.9409999847412109
en,,ViT-L-14,,flickr30k,laion400m_e32,0.9089999794960022,,,,zeroshot_retrieval,ViT-L-14 laion400m_e32,0.9779999852180481
en,,convnext_base,,flickr30k,laion400m_s13b_b51k,0.8812000155448914,,,,zeroshot_retrieval,convnext_base laion400m_s13b_b51k,0.9700000286102295
en,,xlm-roberta-base-ViT-B-32,,flickr30k,laion5b_s13b_b90k,0.8623999953269958,,,,zeroshot_retrieval,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,0.9629999995231628
en,,convnext_base_w_320,,flickr30k,laion_aesthetic_s13b_b82k_augreg,0.8999999761581421,,,,zeroshot_retrieval,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,0.972000002861023
en,,convnext_base_w_320,,flickr30k,laion_aesthetic_s13b_b82k,0.9187999963760376,,,,zeroshot_retrieval,convnext_base_w_320 laion_aesthetic_s13b_b82k,0.984000027179718
en,,convnext_base_w,,flickr30k,laion_aesthetic_s13b_b82k,0.9138000011444092,,,,zeroshot_retrieval,convnext_base_w laion_aesthetic_s13b_b82k,0.9819999933242798
en,,RN101-quickgelu,,flickr30k,openai,0.8212000131607056,,,,zeroshot_retrieval,RN101-quickgelu openai,0.9490000009536743
en,,RN101,,flickr30k,openai,0.8212000131607056,,,,zeroshot_retrieval,RN101 openai,0.9490000009536743
en,,RN50-quickgelu,,flickr30k,openai,0.8312000036239624,,,,zeroshot_retrieval,RN50-quickgelu openai,0.9449999928474426
en,,RN50,,flickr30k,openai,0.8312000036239624,,,,zeroshot_retrieval,RN50 openai,0.9449999928474426
en,,RN50x16,,flickr30k,openai,0.8705999851226807,,,,zeroshot_retrieval,RN50x16 openai,0.9660000205039978
en,,RN50x4,,flickr30k,openai,0.8456000089645386,,,,zeroshot_retrieval,RN50x4 openai,0.9639999866485596
en,,RN50x64,,flickr30k,openai,0.8985999822616577,,,,zeroshot_retrieval,RN50x64 openai,0.9810000061988831
en,,ViT-B-16,,flickr30k,openai,0.8560000061988831,,,,zeroshot_retrieval,ViT-B-16 openai,0.9620000123977661
en,,ViT-B-32-quickgelu,,flickr30k,openai,0.8339999914169312,,,,zeroshot_retrieval,ViT-B-32-quickgelu openai,0.9470000267028809
en,,ViT-B-32,,flickr30k,openai,0.8339999914169312,,,,zeroshot_retrieval,ViT-B-32 openai,0.9459999799728394
en,,ViT-L-14-336,,flickr30k,openai,0.8906000256538391,,,,zeroshot_retrieval,ViT-L-14-336 openai,0.9829999804496765
en,,ViT-L-14,,flickr30k,openai,0.8726000189781189,,,,zeroshot_retrieval,ViT-L-14 openai,0.9729999899864197
en,,RN101-quickgelu,,flickr30k,yfcc15m,0.6033999919891357,,,,zeroshot_retrieval,RN101-quickgelu yfcc15m,0.7950000166893005
en,,RN101,,flickr30k,yfcc15m,0.5978000164031982,,,,zeroshot_retrieval,RN101 yfcc15m,0.7919999957084656
en,,RN50-quickgelu,,flickr30k,yfcc15m,0.5789999961853027,,,,zeroshot_retrieval,RN50-quickgelu yfcc15m,0.7829999923706055
en,,RN50,,flickr30k,yfcc15m,0.5802000164985657,,,,zeroshot_retrieval,RN50 yfcc15m,0.796999990940094
en,,RN50-quickgelu,,flickr8k,cc12m,0.6967999935150146,,,,zeroshot_retrieval,RN50-quickgelu cc12m,0.8090000152587891
en,,RN50,,flickr8k,cc12m,0.6898000240325928,,,,zeroshot_retrieval,RN50 cc12m,0.8080000281333923
en,,ViT-B-16,,flickr8k,commonpool_l_basic_s1b_b8k,0.7455999851226807,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_basic_s1b_b8k,0.8629999756813049
en,,ViT-B-16,,flickr8k,commonpool_l_clip_s1b_b8k,0.7440000176429749,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_clip_s1b_b8k,0.8759999871253967
en,,ViT-B-16,,flickr8k,commonpool_l_image_s1b_b8k,0.7562000155448914,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_image_s1b_b8k,0.8629999756813049
en,,ViT-B-16,,flickr8k,commonpool_l_laion_s1b_b8k,0.7814000248908997,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_laion_s1b_b8k,0.890999972820282
en,,ViT-B-16,,flickr8k,commonpool_l_s1b_b8k,0.6431999802589417,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_s1b_b8k,0.7850000262260437
en,,ViT-B-16,,flickr8k,commonpool_l_text_s1b_b8k,0.7612000107765198,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_text_s1b_b8k,0.8619999885559082
en,,ViT-B-32,,flickr8k,commonpool_m_basic_s128m_b4k,0.3944000005722046,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_basic_s128m_b4k,0.49799999594688416
en,,ViT-B-32,,flickr8k,commonpool_m_clip_s128m_b4k,0.40299999713897705,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_clip_s128m_b4k,0.5529999732971191
en,,ViT-B-32,,flickr8k,commonpool_m_image_s128m_b4k,0.40799999237060547,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_image_s128m_b4k,0.5289999842643738
en,,ViT-B-32,,flickr8k,commonpool_m_laion_s128m_b4k,0.39500001072883606,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_laion_s128m_b4k,0.5270000100135803
en,,ViT-B-32,,flickr8k,commonpool_m_s128m_b4k,0.30720001459121704,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_s128m_b4k,0.4230000078678131
en,,ViT-B-32,,flickr8k,commonpool_m_text_s128m_b4k,0.4052000045776367,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_text_s128m_b4k,0.5600000023841858
en,,ViT-B-32,,flickr8k,commonpool_s_basic_s13m_b4k,0.10300000011920929,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_basic_s13m_b4k,0.14499999582767487
en,,ViT-B-32,,flickr8k,commonpool_s_clip_s13m_b4k,0.1005999967455864,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_clip_s13m_b4k,0.16699999570846558
en,,ViT-B-32,,flickr8k,commonpool_s_image_s13m_b4k,0.07699999958276749,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_image_s13m_b4k,0.11299999803304672
en,,ViT-B-32,,flickr8k,commonpool_s_laion_s13m_b4k,0.07760000228881836,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_laion_s13m_b4k,0.11400000005960464
en,,ViT-B-32,,flickr8k,commonpool_s_s13m_b4k,0.08079999685287476,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_s13m_b4k,0.12300000339746475
en,,ViT-B-32,,flickr8k,commonpool_s_text_s13m_b4k,0.10819999873638153,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_text_s13m_b4k,0.14399999380111694
en,,ViT-L-14,,flickr8k,commonpool_xl_clip_s13b_b90k,0.8804000020027161,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_clip_s13b_b90k,0.9589999914169312
en,,ViT-L-14,,flickr8k,commonpool_xl_laion_s13b_b90k,0.909600019454956,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_laion_s13b_b90k,0.9610000252723694
en,,ViT-L-14,,flickr8k,commonpool_xl_s13b_b90k,0.8464000225067139,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_s13b_b90k,0.9210000038146973
en,,ViT-B-16,,flickr8k,datacomp_l_s1b_b8k,0.7838000059127808,,,,zeroshot_retrieval,ViT-B-16 datacomp_l_s1b_b8k,0.8899999856948853
en,,ViT-B-32,,flickr8k,datacomp_m_s128m_b4k,0.40939998626708984,,,,zeroshot_retrieval,ViT-B-32 datacomp_m_s128m_b4k,0.5460000038146973
en,,ViT-B-32,,flickr8k,datacomp_s_s13m_b4k,0.07699999958276749,,,,zeroshot_retrieval,ViT-B-32 datacomp_s_s13m_b4k,0.11299999803304672
en,,ViT-L-14,,flickr8k,datacomp_xl_s13b_b90k,0.9035999774932861,,,,zeroshot_retrieval,ViT-L-14 datacomp_xl_s13b_b90k,0.972000002861023
en,,xlm-roberta-large-ViT-H-14,,flickr8k,frozen_laion5b_s13b_b90k,0.9276000261306763,,,,zeroshot_retrieval,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,0.9710000157356262
en,,ViT-B-32,,flickr8k,laion2b_e16,0.857200026512146,,,,zeroshot_retrieval,ViT-B-32 laion2b_e16,0.9319999814033508
en,,roberta-ViT-B-32,,flickr8k,laion2b_s12b_b32k,0.8453999757766724,,,,zeroshot_retrieval,roberta-ViT-B-32 laion2b_s12b_b32k,0.9319999814033508
en,,ViT-g-14,,flickr8k,laion2b_s12b_b42k,0.9178000092506409,,,,zeroshot_retrieval,ViT-g-14 laion2b_s12b_b42k,0.9750000238418579
en,,convnext_base_w,,flickr8k,laion2b_s13b_b82k_augreg,0.896399974822998,,,,zeroshot_retrieval,convnext_base_w laion2b_s13b_b82k_augreg,0.9639999866485596
en,,convnext_base_w,,flickr8k,laion2b_s13b_b82k,0.8906000256538391,,,,zeroshot_retrieval,convnext_base_w laion2b_s13b_b82k,0.9580000042915344
en,,coca_ViT-B-32,,flickr8k,laion2b_s13b_b90k,0.8352000117301941,,,,zeroshot_retrieval,coca_ViT-B-32 laion2b_s13b_b90k,0.9340000152587891
en,,convnext_large_d,,flickr8k,laion2b_s26b_b102k_augreg,0.9186000227928162,,,,zeroshot_retrieval,convnext_large_d laion2b_s26b_b102k_augreg,0.9750000238418579
en,,convnext_large_d_320,,flickr8k,laion2b_s29b_b131k_ft,0.9243999719619751,,,,zeroshot_retrieval,convnext_large_d_320 laion2b_s29b_b131k_ft,0.9750000238418579
en,,convnext_large_d_320,,flickr8k,laion2b_s29b_b131k_ft_soup,0.9287999868392944,,,,zeroshot_retrieval,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,0.9739999771118164
en,,ViT-H-14,,flickr8k,laion2b_s32b_b79k,0.9276000261306763,,,,zeroshot_retrieval,ViT-H-14 laion2b_s32b_b79k,0.9729999899864197
en,,ViT-L-14,,flickr8k,laion2b_s32b_b82k,0.9147999882698059,,,,zeroshot_retrieval,ViT-L-14 laion2b_s32b_b82k,0.9700000286102295
en,,ViT-B-32,,flickr8k,laion2b_s34b_b79k,0.8628000020980835,,,,zeroshot_retrieval,ViT-B-32 laion2b_s34b_b79k,0.9419999718666077
en,,convnext_xxlarge,,flickr8k,laion2b_s34b_b82k_augreg,0.9333999752998352,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg,0.9710000157356262
en,,convnext_xxlarge,,flickr8k,laion2b_s34b_b82k_augreg_rewind,0.9315999746322632,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,0.972000002861023
en,,convnext_xxlarge,,flickr8k,laion2b_s34b_b82k_augreg_soup,0.9341999888420105,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,0.968999981880188
en,,ViT-B-16,,flickr8k,laion2b_s34b_b88k,0.8822000026702881,,,,zeroshot_retrieval,ViT-B-16 laion2b_s34b_b88k,0.9589999914169312
en,,ViT-g-14,,flickr8k,laion2b_s34b_b88k,0.9251999855041504,,,,zeroshot_retrieval,ViT-g-14 laion2b_s34b_b88k,0.9819999933242798
en,,ViT-bigG-14,,flickr8k,laion2b_s39b_b160k,0.9372000098228455,,,,zeroshot_retrieval,ViT-bigG-14 laion2b_s39b_b160k,0.9829999804496765
en,,ViT-B-16-plus-240,,flickr8k,laion400m_e31,0.8745999932289124,,,,zeroshot_retrieval,ViT-B-16-plus-240 laion400m_e31,0.9559999704360962
en,,ViT-B-16,,flickr8k,laion400m_e31,0.8555999994277954,,,,zeroshot_retrieval,ViT-B-16 laion400m_e31,0.9430000185966492
en,,ViT-B-32-quickgelu,,flickr8k,laion400m_e31,0.8294000029563904,,,,zeroshot_retrieval,ViT-B-32-quickgelu laion400m_e31,0.9210000038146973
en,,ViT-B-32,,flickr8k,laion400m_e31,0.8141999840736389,,,,zeroshot_retrieval,ViT-B-32 laion400m_e31,0.9179999828338623
en,,ViT-L-14,,flickr8k,laion400m_e31,0.8984000086784363,,,,zeroshot_retrieval,ViT-L-14 laion400m_e31,0.9660000205039978
en,,ViT-B-16-plus-240,,flickr8k,laion400m_e32,0.873199999332428,,,,zeroshot_retrieval,ViT-B-16-plus-240 laion400m_e32,0.9549999833106995
en,,ViT-B-16,,flickr8k,laion400m_e32,0.8575999736785889,,,,zeroshot_retrieval,ViT-B-16 laion400m_e32,0.9409999847412109
en,,ViT-B-32-quickgelu,,flickr8k,laion400m_e32,0.8303999900817871,,,,zeroshot_retrieval,ViT-B-32-quickgelu laion400m_e32,0.9169999957084656
en,,ViT-B-32,,flickr8k,laion400m_e32,0.8149999976158142,,,,zeroshot_retrieval,ViT-B-32 laion400m_e32,0.921999990940094
en,,ViT-L-14,,flickr8k,laion400m_e32,0.8981999754905701,,,,zeroshot_retrieval,ViT-L-14 laion400m_e32,0.9649999737739563
en,,convnext_base,,flickr8k,laion400m_s13b_b51k,0.8529999852180481,,,,zeroshot_retrieval,convnext_base laion400m_s13b_b51k,0.9480000138282776
en,,xlm-roberta-base-ViT-B-32,,flickr8k,laion5b_s13b_b90k,0.8461999893188477,,,,zeroshot_retrieval,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,0.9309999942779541
en,,convnext_base_w_320,,flickr8k,laion_aesthetic_s13b_b82k_augreg,0.8885999917984009,,,,zeroshot_retrieval,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,0.9649999737739563
en,,convnext_base_w_320,,flickr8k,laion_aesthetic_s13b_b82k,0.902999997138977,,,,zeroshot_retrieval,convnext_base_w_320 laion_aesthetic_s13b_b82k,0.9599999785423279
en,,convnext_base_w,,flickr8k,laion_aesthetic_s13b_b82k,0.890999972820282,,,,zeroshot_retrieval,convnext_base_w laion_aesthetic_s13b_b82k,0.9670000076293945
en,,RN101-quickgelu,,flickr8k,openai,0.7875999808311462,,,,zeroshot_retrieval,RN101-quickgelu openai,0.9039999842643738
en,,RN101,,flickr8k,openai,0.7875999808311462,,,,zeroshot_retrieval,RN101 openai,0.9039999842643738
en,,RN50-quickgelu,,flickr8k,openai,0.7833999991416931,,,,zeroshot_retrieval,RN50-quickgelu openai,0.9010000228881836
en,,RN50,,flickr8k,openai,0.7833999991416931,,,,zeroshot_retrieval,RN50 openai,0.9010000228881836
en,,RN50x16,,flickr8k,openai,0.8479999899864197,,,,zeroshot_retrieval,RN50x16 openai,0.9319999814033508
en,,RN50x4,,flickr8k,openai,0.8190000057220459,,,,zeroshot_retrieval,RN50x4 openai,0.9229999780654907
en,,RN50x64,,flickr8k,openai,0.8709999918937683,,,,zeroshot_retrieval,RN50x64 openai,0.9470000267028809
en,,ViT-B-16,,flickr8k,openai,0.8288000226020813,,,,zeroshot_retrieval,ViT-B-16 openai,0.9139999747276306
en,,ViT-B-32-quickgelu,,flickr8k,openai,0.8046000003814697,,,,zeroshot_retrieval,ViT-B-32-quickgelu openai,0.9139999747276306
en,,ViT-B-32,,flickr8k,openai,0.8041999936103821,,,,zeroshot_retrieval,ViT-B-32 openai,0.9139999747276306
en,,ViT-L-14-336,,flickr8k,openai,0.8795999884605408,,,,zeroshot_retrieval,ViT-L-14-336 openai,0.9390000104904175
en,,ViT-L-14,,flickr8k,openai,0.8640000224113464,,,,zeroshot_retrieval,ViT-L-14 openai,0.9399999976158142
en,,RN101-quickgelu,,flickr8k,yfcc15m,0.5961999893188477,,,,zeroshot_retrieval,RN101-quickgelu yfcc15m,0.7509999871253967
en,,RN101,,flickr8k,yfcc15m,0.5934000015258789,,,,zeroshot_retrieval,RN101 yfcc15m,0.7580000162124634
en,,RN50-quickgelu,,flickr8k,yfcc15m,0.5785999894142151,,,,zeroshot_retrieval,RN50-quickgelu yfcc15m,0.7480000257492065
en,,RN50,,flickr8k,yfcc15m,0.5738000273704529,,,,zeroshot_retrieval,RN50 yfcc15m,0.7459999918937683
en,0.12818685669041963,RN50-quickgelu,0.1011976374653321,gtsrb,cc12m,,,,0.3745051464766429,zeroshot_classification,RN50-quickgelu cc12m,
en,0.11623119556611243,RN50,0.1045858495883774,gtsrb,cc12m,,,,0.3405384006334125,zeroshot_classification,RN50 cc12m,
en,0.20205859065716547,ViT-B-16,0.24971981233760807,gtsrb,commonpool_l_basic_s1b_b8k,,,,0.5224069675376088,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.46579572446555817,ViT-B-16,0.4336290006196477,gtsrb,commonpool_l_clip_s1b_b8k,,,,0.7126682501979414,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.2512272367379256,ViT-B-16,0.26342772719921353,gtsrb,commonpool_l_image_s1b_b8k,,,,0.6150435471100554,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.3295328582739509,ViT-B-16,0.3145180038102181,gtsrb,commonpool_l_laion_s1b_b8k,,,,0.6789390340459224,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.2762470308788599,ViT-B-16,0.27739286777709427,gtsrb,commonpool_l_s1b_b8k,,,,0.668091844813935,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.2330166270783848,ViT-B-16,0.25296958908409867,gtsrb,commonpool_l_text_s1b_b8k,,,,0.6505938242280285,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.122486144101346,ViT-B-32,0.12313356653270707,gtsrb,commonpool_m_basic_s128m_b4k,,,,0.4156769596199525,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.1593032462391132,ViT-B-32,0.17512519818308495,gtsrb,commonpool_m_clip_s128m_b4k,,,,0.5237529691211401,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.15170229612034838,ViT-B-32,0.15092547614539528,gtsrb,commonpool_m_image_s128m_b4k,,,,0.44996041171813145,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.09049881235154394,ViT-B-32,0.11101429213411015,gtsrb,commonpool_m_laion_s128m_b4k,,,,0.402375296912114,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.08669833729216152,ViT-B-32,0.09633371412693958,gtsrb,commonpool_m_s128m_b4k,,,,0.30364212193190815,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.10451306413301663,ViT-B-32,0.1295295284519248,gtsrb,commonpool_m_text_s128m_b4k,,,,0.40649247822644496,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.06381631037212986,ViT-B-32,0.07545456472150103,gtsrb,commonpool_s_basic_s13m_b4k,,,,0.22771179730799684,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.07323832145684878,ViT-B-32,0.08864200947163536,gtsrb,commonpool_s_clip_s13m_b4k,,,,0.28749010292953286,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.05779889152810768,ViT-B-32,0.05487810090894013,gtsrb,commonpool_s_image_s13m_b4k,,,,0.2466349960411718,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.05415676959619953,ViT-B-32,0.055472710069019465,gtsrb,commonpool_s_laion_s13m_b4k,,,,0.23745051464766428,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.06532066508313539,ViT-B-32,0.07991090466848809,gtsrb,commonpool_s_s13m_b4k,,,,0.23523357086302454,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.04117181314330958,ViT-B-32,0.055704226960546464,gtsrb,commonpool_s_text_s13m_b4k,,,,0.3058590657165479,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.5975455265241488,ViT-L-14,0.5573213969118923,gtsrb,commonpool_xl_clip_s13b_b90k,,,,0.8341250989707046,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.6024544734758511,ViT-L-14,0.5448189027109653,gtsrb,commonpool_xl_laion_s13b_b90k,,,,0.8478226444972288,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.5471892319873317,ViT-L-14,0.500020097969289,gtsrb,commonpool_xl_s13b_b90k,,,,0.8147268408551069,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.433729216152019,ViT-B-16,0.3883753373728096,gtsrb,datacomp_l_s1b_b8k,,,,0.7397466349960412,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.13673792557403008,ViT-B-32,0.1648969795418228,gtsrb,datacomp_m_s128m_b4k,,,,0.40498812351543945,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.05779889152810768,ViT-B-32,0.05487810090894013,gtsrb,datacomp_s_s13m_b4k,,,,0.2466349960411718,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.5855106888361045,ViT-L-14,0.5426911790789446,gtsrb,datacomp_xl_s13b_b90k,,,,0.8486144101346002,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6240696753760887,xlm-roberta-large-ViT-H-14,0.5855009376086221,gtsrb,frozen_laion5b_s13b_b90k,,,,0.8568487727632621,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.3653206650831354,ViT-B-32,0.3440677867240051,gtsrb,laion2b_e16,,,,0.7000791765637371,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.4081551860649248,roberta-ViT-B-32,0.3824394474659894,gtsrb,laion2b_s12b_b32k,,,,0.734362628661916,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.4981789390340459,ViT-g-14,0.46773755228406383,gtsrb,laion2b_s12b_b42k,,,,0.768646080760095,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.4651623119556611,convnext_base_w,0.41847380789266536,gtsrb,laion2b_s13b_b82k_augreg,,,,0.780443388756928,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.4924782264449723,convnext_base_w,0.4463376034518603,gtsrb,laion2b_s13b_b82k,,,,0.7652414885193982,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.4475851148060174,coca_ViT-B-32,0.4108166761991333,gtsrb,laion2b_s13b_b90k,,,,0.7293745051464766,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.5306413301662708,convnext_large_d,0.4844168731223837,gtsrb,laion2b_s26b_b102k_augreg,,,,0.801187648456057,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.5690419635787807,convnext_large_d_320,0.5243615684955422,gtsrb,laion2b_s29b_b131k_ft,,,,0.8343626286619161,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.5825019794140934,convnext_large_d_320,0.5304337299969252,gtsrb,laion2b_s29b_b131k_ft_soup,,,,0.8475851148060174,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.5835312747426762,ViT-H-14,0.5421041439368032,gtsrb,laion2b_s32b_b79k,,,,0.8209026128266034,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.561520190023753,ViT-L-14,0.5070492239195477,gtsrb,laion2b_s32b_b82k,,,,0.805938242280285,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.4929532858273951,ViT-B-32,0.43209276007481273,gtsrb,laion2b_s34b_b79k,,,,0.7427553444180522,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.546714172604909,convnext_xxlarge,0.4977219871653643,gtsrb,laion2b_s34b_b82k_augreg,,,,0.802929532858274,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.54972288202692,convnext_xxlarge,0.48327423344359643,gtsrb,laion2b_s34b_b82k_augreg_rewind,,,,0.8028503562945368,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.5511480601741885,convnext_xxlarge,0.4879145297087663,gtsrb,laion2b_s34b_b82k_augreg_soup,,,,0.8024544734758512,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.4828978622327791,ViT-B-16,0.46178027964807544,gtsrb,laion2b_s34b_b88k,,,,0.7612034837688044,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.49643705463182897,ViT-g-14,0.4977733300384968,gtsrb,laion2b_s34b_b88k,,,,0.8018210609659541,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.6243072050673001,ViT-bigG-14,0.5992098481603031,gtsrb,laion2b_s39b_b160k,,,,0.8811559778305621,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.49002375296912115,ViT-B-16-plus-240,0.42397227635675566,gtsrb,laion400m_e31,,,,0.753206650831354,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.43452098178939036,ViT-B-16,0.40404532563455725,gtsrb,laion400m_e31,,,,0.7027711797307997,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.4229612034837688,ViT-B-32-quickgelu,0.39046811244965945,gtsrb,laion400m_e31,,,,0.6817102137767221,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.4084718923198733,ViT-B-32,0.35748960981721345,gtsrb,laion400m_e31,,,,0.6673000791765638,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.49635787806809184,ViT-L-14,0.44462498168236286,gtsrb,laion400m_e31,,,,0.7490102929532858,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.49406175771971494,ViT-B-16-plus-240,0.4303967630598066,gtsrb,laion400m_e32,,,,0.7562945368171021,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.4342834520981789,ViT-B-16,0.4022140692042108,gtsrb,laion400m_e32,,,,0.7049881235154394,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.4202692003167063,ViT-B-32-quickgelu,0.38977606491736927,gtsrb,laion400m_e32,,,,0.6830562153602534,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.4069675376088678,ViT-B-32,0.3583602286751933,gtsrb,laion400m_e32,,,,0.6669833729216152,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.49897070467141724,ViT-L-14,0.4483183579798848,gtsrb,laion400m_e32,,,,0.7478226444972288,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.45566112430720507,convnext_base,0.40542301398747305,gtsrb,laion400m_s13b_b51k,,,,0.7280285035629454,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.45605700712589076,xlm-roberta-base-ViT-B-32,0.39036713781481225,gtsrb,laion5b_s13b_b90k,,,,0.7382422802850356,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.43729216152019,convnext_base_w_320,0.38951609246275576,gtsrb,laion_aesthetic_s13b_b82k_augreg,,,,0.7294536817102137,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.4451306413301663,convnext_base_w_320,0.3856739236683625,gtsrb,laion_aesthetic_s13b_b82k,,,,0.7265241488519398,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.40158353127474267,convnext_base_w,0.3593772432581836,gtsrb,laion_aesthetic_s13b_b82k,,,,0.6460807600950119,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.37577197149643704,RN101-quickgelu,0.2953733896051894,gtsrb,openai,,,,0.6435471100554236,zeroshot_classification,RN101-quickgelu openai,
en,0.37577197149643704,RN101,0.2953733896051894,gtsrb,openai,,,,0.6435471100554236,zeroshot_classification,RN101 openai,
en,0.3508313539192399,RN50-quickgelu,0.25818524448251445,gtsrb,openai,,,,0.6304829770387965,zeroshot_classification,RN50-quickgelu openai,
en,0.3508313539192399,RN50,0.25818524448251445,gtsrb,openai,,,,0.6304829770387965,zeroshot_classification,RN50 openai,
en,0.3987331749802059,RN50x16,0.35897649994464964,gtsrb,openai,,,,0.6152019002375297,zeroshot_classification,RN50x16 openai,
en,0.36294536817102135,RN50x4,0.31012906661364703,gtsrb,openai,,,,0.6610451306413302,zeroshot_classification,RN50x4 openai,
en,0.4796516231195566,RN50x64,0.3905378511033213,gtsrb,openai,,,,0.7498812351543943,zeroshot_classification,RN50x64 openai,
en,0.4353919239904988,ViT-B-16,0.3653490142782357,gtsrb,openai,,,,0.7090261282660333,zeroshot_classification,ViT-B-16 openai,
en,0.3264449722882027,ViT-B-32-quickgelu,0.3053626825745127,gtsrb,openai,,,,0.720744259699129,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.3265241488519398,ViT-B-32,0.30507302155583244,gtsrb,openai,,,,0.7204275534441805,zeroshot_classification,ViT-B-32 openai,
en,0.5243072050673001,ViT-L-14-336,0.4517825349294005,gtsrb,openai,,,,0.7600158353127474,zeroshot_classification,ViT-L-14-336 openai,
en,0.5060174188440222,ViT-L-14,0.44097933092447755,gtsrb,openai,,,,0.760965954077593,zeroshot_classification,ViT-L-14 openai,
en,0.0943784639746635,RN101-quickgelu,0.10293701065440197,gtsrb,yfcc15m,,,,0.3651623119556611,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.10902612826603325,RN101,0.1098438619950248,gtsrb,yfcc15m,,,,0.3692794932699921,zeroshot_classification,RN101 yfcc15m,
en,0.09572446555819478,RN50-quickgelu,0.10298705170798195,gtsrb,yfcc15m,,,,0.31163895486935866,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.08448139350752178,RN50,0.09375675863289613,gtsrb,yfcc15m,,,,0.3069675376088678,zeroshot_classification,RN50 yfcc15m,
en,0.07466666666666667,RN50-quickgelu,0.08659621094995665,imagenet-a,cc12m,,,,0.2756,zeroshot_classification,RN50-quickgelu cc12m,
en,0.074,RN50,0.08681161978805718,imagenet-a,cc12m,,,,0.2769333333333333,zeroshot_classification,RN50 cc12m,
en,0.19093333333333334,ViT-B-16,0.20535115022380515,imagenet-a,commonpool_l_basic_s1b_b8k,,,,0.48933333333333334,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.2172,ViT-B-16,0.23746618136767048,imagenet-a,commonpool_l_clip_s1b_b8k,,,,0.5421333333333334,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.21453333333333333,ViT-B-16,0.23027346274037655,imagenet-a,commonpool_l_image_s1b_b8k,,,,0.5334666666666666,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.20026666666666668,ViT-B-16,0.21851429495366645,imagenet-a,commonpool_l_laion_s1b_b8k,,,,0.5101333333333333,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.15893333333333334,ViT-B-16,0.1785693011279197,imagenet-a,commonpool_l_s1b_b8k,,,,0.4348,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.22306666666666666,ViT-B-16,0.2333817881755403,imagenet-a,commonpool_l_text_s1b_b8k,,,,0.5394666666666666,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.0384,ViT-B-32,0.04881200295755206,imagenet-a,commonpool_m_basic_s128m_b4k,,,,0.15746666666666667,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.042133333333333335,ViT-B-32,0.05280388659910258,imagenet-a,commonpool_m_clip_s128m_b4k,,,,0.17053333333333334,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.038533333333333336,ViT-B-32,0.04902528827449812,imagenet-a,commonpool_m_image_s128m_b4k,,,,0.1752,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.04226666666666667,ViT-B-32,0.04737943347803441,imagenet-a,commonpool_m_laion_s128m_b4k,,,,0.16146666666666668,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.03866666666666667,ViT-B-32,0.04521184489975885,imagenet-a,commonpool_m_s128m_b4k,,,,0.15053333333333332,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.0432,ViT-B-32,0.05431654774124922,imagenet-a,commonpool_m_text_s128m_b4k,,,,0.17306666666666667,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.020133333333333333,ViT-B-32,0.02703041254266933,imagenet-a,commonpool_s_basic_s13m_b4k,,,,0.07866666666666666,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.018266666666666667,ViT-B-32,0.02305044475332326,imagenet-a,commonpool_s_clip_s13m_b4k,,,,0.076,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.015466666666666667,ViT-B-32,0.017627591598008273,imagenet-a,commonpool_s_image_s13m_b4k,,,,0.0632,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.014666666666666666,ViT-B-32,0.020813803807501453,imagenet-a,commonpool_s_laion_s13m_b4k,,,,0.06,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.014,ViT-B-32,0.020517663180265756,imagenet-a,commonpool_s_s13m_b4k,,,,0.06533333333333333,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.0188,ViT-B-32,0.024941943983561973,imagenet-a,commonpool_s_text_s13m_b4k,,,,0.07813333333333333,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.6193333333333333,ViT-L-14,0.5998677619134551,imagenet-a,commonpool_xl_clip_s13b_b90k,,,,0.8652,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.5745333333333333,ViT-L-14,0.5578918017916874,imagenet-a,commonpool_xl_laion_s13b_b90k,,,,0.8442666666666667,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.5625333333333333,ViT-L-14,0.551178556990652,imagenet-a,commonpool_xl_s13b_b90k,,,,0.8217333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.2552,ViT-B-16,0.26658353914310157,imagenet-a,datacomp_l_s1b_b8k,,,,0.6006666666666667,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.0492,ViT-B-32,0.05651401750144631,imagenet-a,datacomp_m_s128m_b4k,,,,0.17746666666666666,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.015466666666666667,ViT-B-32,0.017627591598008273,imagenet-a,datacomp_s_s13m_b4k,,,,0.0632,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.6956,ViT-L-14,0.6612023791990509,imagenet-a,datacomp_xl_s13b_b90k,,,,0.8956,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.5922666666666667,xlm-roberta-large-ViT-H-14,0.5736585243839526,imagenet-a,frozen_laion5b_s13b_b90k,,,,0.8457333333333333,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.2616,ViT-B-32,0.28402853237119374,imagenet-a,laion2b_e16,,,,0.5724,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.2128,roberta-ViT-B-32,0.24314597431007334,imagenet-a,laion2b_s12b_b32k,,,,0.5145333333333333,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.5709333333333333,ViT-g-14,0.5625764762059537,imagenet-a,laion2b_s12b_b42k,,,,0.8342666666666667,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.3818666666666667,convnext_base_w,0.3956015154659713,imagenet-a,laion2b_s13b_b82k_augreg,,,,0.7250666666666666,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.4009333333333333,convnext_base_w,0.4074948260920816,imagenet-a,laion2b_s13b_b82k,,,,0.7317333333333333,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.21493333333333334,coca_ViT-B-32,0.23690660112004536,imagenet-a,laion2b_s13b_b90k,,,,0.5138666666666667,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.5362666666666667,convnext_large_d,0.5376396975834694,imagenet-a,laion2b_s26b_b102k_augreg,,,,0.8302666666666667,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.5976,convnext_large_d_320,0.5892511904094717,imagenet-a,laion2b_s29b_b131k_ft,,,,0.8629333333333333,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.604,convnext_large_d_320,0.5962771721809035,imagenet-a,laion2b_s29b_b131k_ft_soup,,,,0.872,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.5933333333333334,ViT-H-14,0.5826419570559261,imagenet-a,laion2b_s32b_b79k,,,,0.8528,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.5385333333333333,ViT-L-14,0.5383420053035854,imagenet-a,laion2b_s32b_b82k,,,,0.8193333333333334,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.26306666666666667,ViT-B-32,0.27946400911575564,imagenet-a,laion2b_s34b_b79k,,,,0.5726666666666667,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.6693333333333333,convnext_xxlarge,0.6526531632959041,imagenet-a,laion2b_s34b_b82k_augreg,,,,0.8965333333333333,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.6650666666666667,convnext_xxlarge,0.6475667780047965,imagenet-a,laion2b_s34b_b82k_augreg_rewind,,,,0.8984,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.6722666666666667,convnext_xxlarge,0.6557793788628866,imagenet-a,laion2b_s34b_b82k_augreg_soup,,,,0.9006666666666666,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.382,ViT-B-16,0.38494689367427,imagenet-a,laion2b_s34b_b88k,,,,0.7062666666666667,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.6089333333333333,ViT-g-14,0.5983139694527282,imagenet-a,laion2b_s34b_b88k,,,,0.8556,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.6913333333333334,ViT-bigG-14,0.6717731154686061,imagenet-a,laion2b_s39b_b160k,,,,0.8990666666666667,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.3678666666666667,ViT-B-16-plus-240,0.380176259453267,imagenet-a,laion400m_e31,,,,0.6990666666666666,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.332,ViT-B-16,0.3389099037973118,imagenet-a,laion400m_e31,,,,0.6621333333333334,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.21506666666666666,ViT-B-32-quickgelu,0.23200787349606802,imagenet-a,laion400m_e31,,,,0.5268,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.19693333333333332,ViT-B-32,0.2169447306340279,imagenet-a,laion400m_e31,,,,0.49546666666666667,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.4596,ViT-L-14,0.46654029350809556,imagenet-a,laion400m_e31,,,,0.7637333333333334,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.37066666666666664,ViT-B-16-plus-240,0.3832281096259949,imagenet-a,laion400m_e32,,,,0.7010666666666666,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.3313333333333333,ViT-B-16,0.34053433418671036,imagenet-a,laion400m_e32,,,,0.6630666666666667,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.21626666666666666,ViT-B-32-quickgelu,0.23468158635168698,imagenet-a,laion400m_e32,,,,0.5293333333333333,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.196,ViT-B-32,0.21430152333381833,imagenet-a,laion400m_e32,,,,0.49733333333333335,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.4646666666666667,ViT-L-14,0.4699190378580068,imagenet-a,laion400m_e32,,,,0.7661333333333333,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.30893333333333334,convnext_base,0.32480001627505783,imagenet-a,laion400m_s13b_b51k,,,,0.6393333333333333,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.23693333333333333,xlm-roberta-base-ViT-B-32,0.2569998135531555,imagenet-a,laion5b_s13b_b90k,,,,0.5456,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.41533333333333333,convnext_base_w_320,0.43065280013833673,imagenet-a,laion_aesthetic_s13b_b82k_augreg,,,,0.7410666666666667,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.4225333333333333,convnext_base_w_320,0.42367200591770526,imagenet-a,laion_aesthetic_s13b_b82k,,,,0.7464,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.40746666666666664,convnext_base_w,0.40747112622000997,imagenet-a,laion_aesthetic_s13b_b82k,,,,0.7328,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.008933333333333333,coca_ViT-B-32,0.01241164833564381,imagenet-a,mscoco_finetuned_laion2b_s13b_b90k,,,,0.0448,zeroshot_classification,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,0.2929333333333333,RN101-quickgelu,0.3104252847169834,imagenet-a,openai,,,,0.6384,zeroshot_classification,RN101-quickgelu openai,
en,0.2929333333333333,RN101,0.3104252847169834,imagenet-a,openai,,,,0.6384,zeroshot_classification,RN101 openai,
en,0.22733333333333333,RN50-quickgelu,0.24021956950138737,imagenet-a,openai,,,,0.5616,zeroshot_classification,RN50-quickgelu openai,
en,0.22733333333333333,RN50,0.24021956950138737,imagenet-a,openai,,,,0.5616,zeroshot_classification,RN50 openai,
en,0.5733333333333334,RN50x16,0.5584740307626063,imagenet-a,openai,,,,0.846,zeroshot_classification,RN50x16 openai,
en,0.4148,RN50x4,0.4197245452359808,imagenet-a,openai,,,,0.7417333333333334,zeroshot_classification,RN50x4 openai,
en,0.7104,RN50x64,0.6670328380238699,imagenet-a,openai,,,,0.9085333333333333,zeroshot_classification,RN50x64 openai,
en,0.5008,ViT-B-16,0.48416626778170097,imagenet-a,openai,,,,0.8037333333333333,zeroshot_classification,ViT-B-16 openai,
en,0.3142666666666667,ViT-B-32-quickgelu,0.32756323757786987,imagenet-a,openai,,,,0.6424,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.31466666666666665,ViT-B-32,0.327248078495343,imagenet-a,openai,,,,0.6425333333333333,zeroshot_classification,ViT-B-32 openai,
en,0.7762666666666667,ViT-L-14-336,0.7386111321941822,imagenet-a,openai,,,,0.9369333333333333,zeroshot_classification,ViT-L-14-336 openai,
en,0.7068,ViT-L-14,0.6766383601106614,imagenet-a,openai,,,,0.9064,zeroshot_classification,ViT-L-14 openai,
en,0.1556,RN101-quickgelu,0.14862442439412946,imagenet-a,yfcc15m,,,,0.43906666666666666,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.15986666666666666,RN101,0.1501936746223518,imagenet-a,yfcc15m,,,,0.43706666666666666,zeroshot_classification,RN101 yfcc15m,
en,0.1392,RN50-quickgelu,0.13749180081525847,imagenet-a,yfcc15m,,,,0.39986666666666665,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.138,RN50,0.132440256457302,imagenet-a,yfcc15m,,,,0.4046666666666667,zeroshot_classification,RN50 yfcc15m,
en,0.44453333333333334,RN50-quickgelu,0.42878579346083484,imagenet-r,cc12m,,,,0.7066333333333333,zeroshot_classification,RN50-quickgelu cc12m,
en,0.4462333333333333,RN50,0.42593340337517505,imagenet-r,cc12m,,,,0.7043666666666667,zeroshot_classification,RN50 cc12m,
en,0.6085333333333334,ViT-B-16,0.5910994514854162,imagenet-r,commonpool_l_basic_s1b_b8k,,,,0.8394333333333334,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.6842666666666667,ViT-B-16,0.6705304938587563,imagenet-r,commonpool_l_clip_s1b_b8k,,,,0.8857666666666667,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.6362,ViT-B-16,0.6217229781872122,imagenet-r,commonpool_l_image_s1b_b8k,,,,0.8547666666666667,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.6504,ViT-B-16,0.6355541648603164,imagenet-r,commonpool_l_laion_s1b_b8k,,,,0.8643666666666666,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.5263666666666666,ViT-B-16,0.5067814677279595,imagenet-r,commonpool_l_s1b_b8k,,,,0.7792333333333333,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.6706666666666666,ViT-B-16,0.6536911911073321,imagenet-r,commonpool_l_text_s1b_b8k,,,,0.8760666666666667,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.26826666666666665,ViT-B-32,0.25518790668941066,imagenet-r,commonpool_m_basic_s128m_b4k,,,,0.5083,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.3294666666666667,ViT-B-32,0.3145126090694808,imagenet-r,commonpool_m_clip_s128m_b4k,,,,0.5770333333333333,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.2959,ViT-B-32,0.2829142385566936,imagenet-r,commonpool_m_image_s128m_b4k,,,,0.5367333333333333,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.2802,ViT-B-32,0.26578092951099225,imagenet-r,commonpool_m_laion_s128m_b4k,,,,0.5198333333333334,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.19826666666666667,ViT-B-32,0.1871420342182416,imagenet-r,commonpool_m_s128m_b4k,,,,0.4101666666666667,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.31066666666666665,ViT-B-32,0.29653558220568604,imagenet-r,commonpool_m_text_s128m_b4k,,,,0.5530666666666667,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.0498,ViT-B-32,0.04589565827861596,imagenet-r,commonpool_s_basic_s13m_b4k,,,,0.15463333333333334,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.06543333333333333,ViT-B-32,0.0619428906944808,imagenet-r,commonpool_s_clip_s13m_b4k,,,,0.19256666666666666,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.0578,ViT-B-32,0.054683638907733305,imagenet-r,commonpool_s_image_s13m_b4k,,,,0.1711,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.0442,ViT-B-32,0.04116465991096972,imagenet-r,commonpool_s_laion_s13m_b4k,,,,0.1419,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.0405,ViT-B-32,0.03965863688734516,imagenet-r,commonpool_s_s13m_b4k,,,,0.13813333333333333,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.060733333333333334,ViT-B-32,0.05660146103017356,imagenet-r,commonpool_s_text_s13m_b4k,,,,0.18213333333333334,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.8924,ViT-L-14,0.8777069199058906,imagenet-r,commonpool_xl_clip_s13b_b90k,,,,0.9738333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.8707666666666667,ViT-L-14,0.8581921877567845,imagenet-r,commonpool_xl_laion_s13b_b90k,,,,0.9670333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.8592333333333333,ViT-L-14,0.8428965990261507,imagenet-r,commonpool_xl_s13b_b90k,,,,0.9592,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.7176333333333333,ViT-B-16,0.7057245993530644,imagenet-r,datacomp_l_s1b_b8k,,,,0.8994666666666666,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.33996666666666664,ViT-B-32,0.3288449215927966,imagenet-r,datacomp_m_s128m_b4k,,,,0.5828,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.0578,ViT-B-32,0.054683638907733305,imagenet-r,datacomp_s_s13m_b4k,,,,0.1711,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.9081,ViT-L-14,0.8946721431850803,imagenet-r,datacomp_xl_s13b_b90k,,,,0.9782,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.8941666666666667,xlm-roberta-large-ViT-H-14,0.8805266897000932,imagenet-r,frozen_laion5b_s13b_b90k,,,,0.9721333333333333,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.7585,ViT-B-32,0.7442524647293953,imagenet-r,laion2b_e16,,,,0.9128,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.7229666666666666,roberta-ViT-B-32,0.708070825151538,imagenet-r,laion2b_s12b_b32k,,,,0.8946,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.8864,ViT-g-14,0.8743366556271852,imagenet-r,laion2b_s12b_b42k,,,,0.9695,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.8253666666666667,convnext_base_w,0.8121918536855154,imagenet-r,laion2b_s13b_b82k_augreg,,,,0.9498666666666666,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.8069,convnext_base_w,0.7929838908249442,imagenet-r,laion2b_s13b_b82k,,,,0.9423,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.7356,coca_ViT-B-32,0.724314326998227,imagenet-r,laion2b_s13b_b90k,,,,0.8979,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.8763,convnext_large_d,0.8610406888177087,imagenet-r,laion2b_s26b_b102k_augreg,,,,0.9713,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.882,convnext_large_d_320,0.8679701874081919,imagenet-r,laion2b_s29b_b131k_ft,,,,0.9738,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.8862,convnext_large_d_320,0.8721611802830392,imagenet-r,laion2b_s29b_b131k_ft_soup,,,,0.9757,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.8931666666666667,ViT-H-14,0.8808160672819625,imagenet-r,laion2b_s32b_b79k,,,,0.9739,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.8747,ViT-L-14,0.8610228740011192,imagenet-r,laion2b_s32b_b82k,,,,0.9654333333333334,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.7649333333333334,ViT-B-32,0.7527849554706829,imagenet-r,laion2b_s34b_b79k,,,,0.9161333333333334,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.9131,convnext_xxlarge,0.9005615278790293,imagenet-r,laion2b_s34b_b82k_augreg,,,,0.9824333333333334,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.9140333333333334,convnext_xxlarge,0.9025299349519821,imagenet-r,laion2b_s34b_b82k_augreg_rewind,,,,0.9819666666666667,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.9159333333333334,convnext_xxlarge,0.9036510742485792,imagenet-r,laion2b_s34b_b82k_augreg_soup,,,,0.9830666666666666,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.8062,ViT-B-16,0.7917672178200041,imagenet-r,laion2b_s34b_b88k,,,,0.9397666666666666,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.9021,ViT-g-14,0.8897552227780011,imagenet-r,laion2b_s34b_b88k,,,,0.9717333333333333,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.9212,ViT-bigG-14,0.909166239146941,imagenet-r,laion2b_s39b_b160k,,,,0.9807333333333333,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.8038,ViT-B-16-plus-240,0.7902832482261575,imagenet-r,laion400m_e31,,,,0.9382,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.7778,ViT-B-16,0.7630759418967479,imagenet-r,laion400m_e31,,,,0.9286666666666666,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.7347666666666667,ViT-B-32-quickgelu,0.721073486242253,imagenet-r,laion400m_e31,,,,0.9033333333333333,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.7076666666666667,ViT-B-32,0.6912731136758046,imagenet-r,laion400m_e31,,,,0.8864333333333333,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.8467,ViT-L-14,0.8325660419179264,imagenet-r,laion400m_e31,,,,0.9548,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.8046,ViT-B-16-plus-240,0.790718672165786,imagenet-r,laion400m_e32,,,,0.9391,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.7789666666666667,ViT-B-16,0.7642033473638751,imagenet-r,laion400m_e32,,,,0.9292666666666667,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.7347333333333333,ViT-B-32-quickgelu,0.7209071602231729,imagenet-r,laion400m_e32,,,,0.9035,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.7082,ViT-B-32,0.6917789909040425,imagenet-r,laion400m_e32,,,,0.8863666666666666,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.8459666666666666,ViT-L-14,0.8317192845816952,imagenet-r,laion400m_e32,,,,0.955,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.7576333333333334,convnext_base,0.743212861744066,imagenet-r,laion400m_s13b_b51k,,,,0.9194666666666667,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.7413333333333333,xlm-roberta-base-ViT-B-32,0.7257594106718074,imagenet-r,laion5b_s13b_b90k,,,,0.907,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.8137,convnext_base_w_320,0.8001554032904081,imagenet-r,laion_aesthetic_s13b_b82k_augreg,,,,0.9472333333333334,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.8055,convnext_base_w_320,0.791089597777419,imagenet-r,laion_aesthetic_s13b_b82k,,,,0.9413666666666667,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.7984666666666667,convnext_base_w,0.783811766877745,imagenet-r,laion_aesthetic_s13b_b82k,,,,0.9379333333333333,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.015833333333333335,coca_ViT-B-32,0.014101406551260146,imagenet-r,mscoco_finetuned_laion2b_s13b_b90k,,,,0.05483333333333333,zeroshot_classification,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,0.6805333333333333,RN101-quickgelu,0.6638062014523806,imagenet-r,openai,,,,0.8785666666666667,zeroshot_classification,RN101-quickgelu openai,
en,0.6805333333333333,RN101,0.6638062014523806,imagenet-r,openai,,,,0.8785666666666667,zeroshot_classification,RN101 openai,
en,0.6059666666666667,RN50-quickgelu,0.5982788244944401,imagenet-r,openai,,,,0.8334666666666667,zeroshot_classification,RN50-quickgelu openai,
en,0.6059666666666667,RN50,0.5982788244944401,imagenet-r,openai,,,,0.8334666666666667,zeroshot_classification,RN50 openai,
en,0.7928666666666667,RN50x16,0.7798197675982347,imagenet-r,openai,,,,0.9352666666666667,zeroshot_classification,RN50x16 openai,
en,0.7261333333333333,RN50x4,0.711243279587242,imagenet-r,openai,,,,0.9044666666666666,zeroshot_classification,RN50x4 openai,
en,0.8453666666666667,RN50x64,0.8299110890772099,imagenet-r,openai,,,,0.9576,zeroshot_classification,RN50x64 openai,
en,0.7757333333333334,ViT-B-16,0.7592156452411696,imagenet-r,openai,,,,0.9304333333333333,zeroshot_classification,ViT-B-16 openai,
en,0.6923666666666667,ViT-B-32-quickgelu,0.6784846406216027,imagenet-r,openai,,,,0.8881333333333333,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.6927,ViT-B-32,0.6787021317582103,imagenet-r,openai,,,,0.8882333333333333,zeroshot_classification,ViT-B-32 openai,
en,0.8900333333333333,ViT-L-14-336,0.8769299887405083,imagenet-r,openai,,,,0.9756333333333334,zeroshot_classification,ViT-L-14-336 openai,
en,0.8777666666666667,ViT-L-14,0.863877736637767,imagenet-r,openai,,,,0.9711666666666666,zeroshot_classification,ViT-L-14 openai,
en,0.2632,RN101-quickgelu,0.2453562715990872,imagenet-r,yfcc15m,,,,0.5010666666666667,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.2635,RN101,0.24471614347709925,imagenet-r,yfcc15m,,,,0.49606666666666666,zeroshot_classification,RN101 yfcc15m,
en,0.22153333333333333,RN50-quickgelu,0.20785330559127524,imagenet-r,yfcc15m,,,,0.4449666666666667,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.22223333333333334,RN50,0.20759559526183075,imagenet-r,yfcc15m,,,,0.44506666666666667,zeroshot_classification,RN50 yfcc15m,
en,0.36456,RN50-quickgelu,0.36447999999999997,imagenet1k,cc12m,,,,0.6439,zeroshot_classification,RN50-quickgelu cc12m,
en,0.35878,RN50,0.35858000000000007,imagenet1k,cc12m,,,,0.63628,zeroshot_classification,RN50 cc12m,
en,0.51522,ViT-B-16,0.5157999999999999,imagenet1k,commonpool_l_basic_s1b_b8k,,,,0.80572,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.57748,ViT-B-16,0.5775600000000001,imagenet1k,commonpool_l_clip_s1b_b8k,,,,0.85162,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.57188,ViT-B-16,0.57176,imagenet1k,commonpool_l_image_s1b_b8k,,,,0.84544,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.55232,ViT-B-16,0.55248,imagenet1k,commonpool_l_laion_s1b_b8k,,,,0.83438,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.45912,ViT-B-16,0.45882,imagenet1k,commonpool_l_s1b_b8k,,,,0.75058,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.56052,ViT-B-16,0.5604,imagenet1k,commonpool_l_text_s1b_b8k,,,,0.84132,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.22564,ViT-B-32,0.22562000000000001,imagenet1k,commonpool_m_basic_s128m_b4k,,,,0.45214,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.27234,ViT-B-32,0.27226,imagenet1k,commonpool_m_clip_s128m_b4k,,,,0.52222,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.26764,ViT-B-32,0.26782000000000006,imagenet1k,commonpool_m_image_s128m_b4k,,,,0.51994,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.23046,ViT-B-32,0.23042,imagenet1k,commonpool_m_laion_s128m_b4k,,,,0.45882,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.17568,ViT-B-32,0.17552000000000004,imagenet1k,commonpool_m_s128m_b4k,,,,0.38178,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.25482,ViT-B-32,0.25498,imagenet1k,commonpool_m_text_s128m_b4k,,,,0.5026,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.03766,ViT-B-32,0.03764,imagenet1k,commonpool_s_basic_s13m_b4k,,,,0.11444,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.05052,ViT-B-32,0.050440000000000006,imagenet1k,commonpool_s_clip_s13m_b4k,,,,0.14212,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.0392,ViT-B-32,0.03912,imagenet1k,commonpool_s_image_s13m_b4k,,,,0.1194,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.03048,ViT-B-32,0.030440000000000005,imagenet1k,commonpool_s_laion_s13m_b4k,,,,0.09674,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.027,ViT-B-32,0.027,imagenet1k,commonpool_s_s13m_b4k,,,,0.08944,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.04614,ViT-B-32,0.046060000000000004,imagenet1k,commonpool_s_text_s13m_b4k,,,,0.1358,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.76376,ViT-L-14,0.7638400000000001,imagenet1k,commonpool_xl_clip_s13b_b90k,,,,0.9479,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.75456,ViT-L-14,0.7545599999999999,imagenet1k,commonpool_xl_laion_s13b_b90k,,,,0.94644,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.72292,ViT-L-14,0.7229000000000001,imagenet1k,commonpool_xl_s13b_b90k,,,,0.93388,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.63102,ViT-B-16,0.6309600000000001,imagenet1k,datacomp_l_s1b_b8k,,,,0.88024,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.2971,ViT-B-32,0.29716000000000004,imagenet1k,datacomp_m_s128m_b4k,,,,0.55716,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.0392,ViT-B-32,0.03912,imagenet1k,datacomp_s_s13m_b4k,,,,0.1194,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.79202,ViT-L-14,0.79204,imagenet1k,datacomp_xl_s13b_b90k,,,,0.9551,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.76954,xlm-roberta-large-ViT-H-14,0.7695799999999999,imagenet1k,frozen_laion5b_s13b_b90k,,,,0.95134,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.6561,ViT-B-32,0.6561,imagenet1k,laion2b_e16,,,,0.89392,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.61716,roberta-ViT-B-32,0.6173800000000002,imagenet1k,laion2b_s12b_b32k,,,,0.8731,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.76666,ViT-g-14,0.76656,imagenet1k,laion2b_s12b_b42k,,,,0.94858,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.71462,convnext_base_w,0.7145,imagenet1k,laion2b_s13b_b82k_augreg,,,,0.92746,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.7079,convnext_base_w,0.7081000000000001,imagenet1k,laion2b_s13b_b82k,,,,0.92214,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.63606,coca_ViT-B-32,0.6359400000000001,imagenet1k,laion2b_s13b_b90k,,,,0.88054,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.75902,convnext_large_d,0.75882,imagenet1k,laion2b_s26b_b102k_augreg,,,,0.94632,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.76582,convnext_large_d_320,0.76576,imagenet1k,laion2b_s29b_b131k_ft,,,,0.94894,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.7684,convnext_large_d_320,0.7685799999999999,imagenet1k,laion2b_s29b_b131k_ft_soup,,,,0.9506,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.77954,ViT-H-14,0.7794800000000001,imagenet1k,laion2b_s32b_b79k,,,,0.95204,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.7525,ViT-L-14,0.75238,imagenet1k,laion2b_s32b_b82k,,,,0.94246,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.66578,ViT-B-32,0.6657799999999999,imagenet1k,laion2b_s34b_b79k,,,,0.89884,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.79066,convnext_xxlarge,0.79074,imagenet1k,laion2b_s34b_b82k_augreg,,,,0.95956,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.79282,convnext_xxlarge,0.7928399999999999,imagenet1k,laion2b_s34b_b82k_augreg_rewind,,,,0.95944,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.79456,convnext_xxlarge,0.7943800000000001,imagenet1k,laion2b_s34b_b82k_augreg_soup,,,,0.95976,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.70208,ViT-B-16,0.7021400000000001,imagenet1k,laion2b_s34b_b88k,,,,0.9176,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.7848,ViT-g-14,0.78456,imagenet1k,laion2b_s34b_b88k,,,,0.95334,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.80122,ViT-bigG-14,0.80104,imagenet1k,laion2b_s39b_b160k,,,,0.96034,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.69054,ViT-B-16-plus-240,0.69028,imagenet1k,laion400m_e31,,,,0.91424,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.66996,ViT-B-16,0.6699200000000001,imagenet1k,laion400m_e31,,,,0.90378,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.62954,ViT-B-32-quickgelu,0.62946,imagenet1k,laion400m_e31,,,,0.87712,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.60188,ViT-B-32,0.60176,imagenet1k,laion400m_e31,,,,0.85854,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.72702,ViT-L-14,0.727,imagenet1k,laion400m_e31,,,,0.92966,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.69184,ViT-B-16-plus-240,0.69194,imagenet1k,laion400m_e32,,,,0.9148,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.67058,ViT-B-16,0.67052,imagenet1k,laion400m_e32,,,,0.90416,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.62932,ViT-B-32-quickgelu,0.62932,imagenet1k,laion400m_e32,,,,0.87678,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.60212,ViT-B-32,0.60238,imagenet1k,laion400m_e32,,,,0.85896,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.7277,ViT-L-14,0.72776,imagenet1k,laion400m_e32,,,,0.92956,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.6628,convnext_base,0.66274,imagenet1k,laion400m_s13b_b51k,,,,0.89676,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.62306,xlm-roberta-base-ViT-B-32,0.6230399999999999,imagenet1k,laion5b_s13b_b90k,,,,0.88054,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.71292,convnext_base_w_320,0.7129800000000001,imagenet1k,laion_aesthetic_s13b_b82k_augreg,,,,0.92454,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.71684,convnext_base_w_320,0.71694,imagenet1k,laion_aesthetic_s13b_b82k,,,,0.9253,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.71028,convnext_base_w,0.71014,imagenet1k,laion_aesthetic_s13b_b82k,,,,0.92152,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.00908,coca_ViT-B-32,0.00908,imagenet1k,mscoco_finetuned_laion2b_s13b_b90k,,,,0.0343,zeroshot_classification,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,0.6231,RN101-quickgelu,0.62286,imagenet1k,openai,,,,0.88264,zeroshot_classification,RN101-quickgelu openai,
en,0.6231,RN101,0.62286,imagenet1k,openai,,,,0.88264,zeroshot_classification,RN101 openai,
en,0.59818,RN50-quickgelu,0.5982000000000001,imagenet1k,openai,,,,0.86546,zeroshot_classification,RN50-quickgelu openai,
en,0.59818,RN50,0.5982000000000001,imagenet1k,openai,,,,0.86546,zeroshot_classification,RN50 openai,
en,0.70702,RN50x16,0.7070799999999999,imagenet1k,openai,,,,0.92788,zeroshot_classification,RN50x16 openai,
en,0.66212,RN50x4,0.6621,imagenet1k,openai,,,,0.90484,zeroshot_classification,RN50x4 openai,
en,0.73926,RN50x64,0.73938,imagenet1k,openai,,,,0.94122,zeroshot_classification,RN50x64 openai,
en,0.68358,ViT-B-16,0.6835800000000001,imagenet1k,openai,,,,0.91876,zeroshot_classification,ViT-B-16 openai,
en,0.6334,ViT-B-32-quickgelu,0.63376,imagenet1k,openai,,,,0.88822,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.63334,ViT-B-32,0.63362,imagenet1k,openai,,,,0.88826,zeroshot_classification,ViT-B-32 openai,
en,0.76584,ViT-L-14-336,0.7659199999999999,imagenet1k,openai,,,,0.9513,zeroshot_classification,ViT-L-14-336 openai,
en,0.75534,ViT-L-14,0.7554399999999999,imagenet1k,openai,,,,0.94582,zeroshot_classification,ViT-L-14 openai,
en,0.34866,RN101-quickgelu,0.34868,imagenet1k,yfcc15m,,,,0.60432,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.34054,RN101,0.34041999999999994,imagenet1k,yfcc15m,,,,0.59386,zeroshot_classification,RN101 yfcc15m,
en,0.32712,RN50-quickgelu,0.3272,imagenet1k,yfcc15m,,,,0.58286,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.32344,RN50,0.32330000000000003,imagenet1k,yfcc15m,,,,0.57134,zeroshot_classification,RN50 yfcc15m,
en,0.24081825148853386,RN50-quickgelu,0.24086274509803923,imagenet_sketch,cc12m,,,,0.48641160172139364,zeroshot_classification,RN50-quickgelu cc12m,
en,0.23539468254436124,RN50,0.23547215686274509,imagenet_sketch,cc12m,,,,0.47743127198412233,zeroshot_classification,RN50 cc12m,
en,0.39328735090098055,ViT-B-16,0.3932160784313726,imagenet_sketch,commonpool_l_basic_s1b_b8k,,,,0.6620684234313899,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.4589007447581992,ViT-B-16,0.4594541176470588,imagenet_sketch,commonpool_l_clip_s1b_b8k,,,,0.729568276051799,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.4343964314488396,ViT-B-16,0.4345949019607843,imagenet_sketch,commonpool_l_image_s1b_b8k,,,,0.7054766255968874,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.43160604452828705,ViT-B-16,0.4316913725490197,imagenet_sketch,commonpool_l_laion_s1b_b8k,,,,0.7008194305252609,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.3451826524396235,ViT-B-16,0.3453494117647059,imagenet_sketch,commonpool_l_s1b_b8k,,,,0.597693018137515,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.4435536166951601,ViT-B-16,0.4438301960784314,imagenet_sketch,commonpool_l_text_s1b_b8k,,,,0.7150857749218889,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.14348876967517538,ViT-B-32,0.14341882352941177,imagenet_sketch,commonpool_m_basic_s128m_b4k,,,,0.31028316532059974,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.1843227416534025,ViT-B-32,0.1844635294117647,imagenet_sketch,commonpool_m_clip_s128m_b4k,,,,0.37927646446186797,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.162176501798031,ViT-B-32,0.16228313725490195,imagenet_sketch,commonpool_m_image_s128m_b4k,,,,0.3474228222209122,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.15152587003085147,ViT-B-32,0.1515572549019608,imagenet_sketch,commonpool_m_laion_s128m_b4k,,,,0.3270844386802649,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.09534476998958517,ViT-B-32,0.09512470588235294,imagenet_sketch,commonpool_m_s128m_b4k,,,,0.23044272829098628,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.16567431075478,ViT-B-32,0.16573960784313727,imagenet_sketch,commonpool_m_text_s128m_b4k,,,,0.3562262964491344,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.015170272553990057,ViT-B-32,0.015280392156862745,imagenet_sketch,commonpool_s_basic_s13m_b4k,,,,0.04358505767454656,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.020043624358898778,ViT-B-32,0.020148235294117647,imagenet_sketch,commonpool_s_clip_s13m_b4k,,,,0.06168327143390517,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.01856982845015622,ViT-B-32,0.018574509803921568,imagenet_sketch,commonpool_s_image_s13m_b4k,,,,0.05286014659356639,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.012497789306136885,ViT-B-32,0.01252980392156863,imagenet_sketch,commonpool_s_laion_s13m_b4k,,,,0.0384365973000059,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.010729234215645818,ViT-B-32,0.010887058823529411,imagenet_sketch,commonpool_s_s13m_b4k,,,,0.03374010100414628,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.01750869539586158,ViT-B-32,0.01757372549019608,imagenet_sketch,commonpool_s_text_s13m_b4k,,,,0.05515926821120478,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.6538741181787813,ViT-L-14,0.6538870588235294,imagenet_sketch,commonpool_xl_clip_s13b_b90k,,,,0.8784020122226808,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.6348916268741771,ViT-L-14,0.6349635294117647,imagenet_sketch,commonpool_xl_laion_s13b_b90k,,,,0.8684195012674645,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.6121362180431921,ViT-L-14,0.6122627450980392,imagenet_sketch,commonpool_xl_s13b_b90k,,,,0.8516968303562656,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.49775000491265303,ViT-B-16,0.4978474509803922,imagenet_sketch,datacomp_l_s1b_b8k,,,,0.7637799917467429,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.19285110731199276,ViT-B-32,0.1928749019607843,imagenet_sketch,datacomp_m_s128m_b4k,,,,0.3920493623376368,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.01856982845015622,ViT-B-32,0.018574509803921568,imagenet_sketch,datacomp_s_s13m_b4k,,,,0.05286014659356639,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.6794985163787852,ViT-L-14,0.6796490196078432,imagenet_sketch,datacomp_xl_s13b_b90k,,,,0.8914500186680815,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6581186503959598,xlm-roberta-large-ViT-H-14,0.6582611764705882,imagenet_sketch,frozen_laion5b_s13b_b90k,,,,0.87920768731946,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.5286997189962467,ViT-B-32,0.5288231372549019,imagenet_sketch,laion2b_e16,,,,0.7890703295407652,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.4910098449566704,roberta-ViT-B-32,0.491318431372549,imagenet_sketch,laion2b_s12b_b32k,,,,0.7613040146200554,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.6513588398278607,ViT-g-14,0.651818431372549,imagenet_sketch,laion2b_s12b_b42k,,,,0.8750417575507478,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.5893415079879738,convnext_base_w,0.5894537254901961,imagenet_sketch,laion2b_s13b_b82k_augreg,,,,0.8405745838982884,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.5712236436164987,convnext_base_w,0.5712733333333333,imagenet_sketch,laion2b_s13b_b82k,,,,0.8233016958478256,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.5138635068482383,coca_ViT-B-32,0.514050588235294,imagenet_sketch,laion2b_s13b_b90k,,,,0.7781052879797206,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.6431252333510189,convnext_large_d,0.6434647058823529,imagenet_sketch,laion2b_s26b_b102k_augreg,,,,0.8728605396058087,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.6471536088349152,convnext_large_d_320,0.6471105882352941,imagenet_sketch,laion2b_s29b_b131k_ft,,,,0.8767710114170056,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.6504745622826151,convnext_large_d_320,0.6505003921568627,imagenet_sketch,laion2b_s29b_b131k_ft_soup,,,,0.8768496138654719,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.6656251842244886,ViT-H-14,0.665949019607843,imagenet_sketch,laion2b_s32b_b79k,,,,0.8813496040401658,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.6328676138261707,ViT-L-14,0.6328788235294117,imagenet_sketch,laion2b_s32b_b82k,,,,0.8640374147654699,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.5368940242488554,ViT-B-32,0.5372133333333333,imagenet_sketch,laion2b_s34b_b79k,,,,0.7930397531883118,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.6808151073905953,convnext_xxlarge,0.6809807843137256,imagenet_sketch,laion2b_s34b_b82k_augreg,,,,0.8928452121283578,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.6823085539114544,convnext_xxlarge,0.6827619607843137,imagenet_sketch,laion2b_s34b_b82k_augreg_rewind,,,,0.8948299239521311,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.683959205329246,convnext_xxlarge,0.6843168627450981,imagenet_sketch,laion2b_s34b_b82k_augreg_soup,,,,0.8964805753699228,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.5611625302128161,ViT-B-16,0.5614470588235293,imagenet_sketch,laion2b_s34b_b88k,,,,0.819469826485095,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.675509442119122,ViT-g-14,0.6757996078431372,imagenet_sketch,laion2b_s34b_b88k,,,,0.8857709917663935,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.6888325571341547,ViT-bigG-14,0.6890654901960783,imagenet_sketch,laion2b_s39b_b160k,,,,0.8930417182495235,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.5444988111379669,ViT-B-16-plus-240,0.5443588235294118,imagenet_sketch,laion400m_e31,,,,0.8050266265794179,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.5230992945430251,ViT-B-16,0.5233760784313726,imagenet_sketch,laion400m_e31,,,,0.7903279687162255,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.49391813554992237,ViT-B-32-quickgelu,0.4942458823529412,imagenet_sketch,laion400m_e31,,,,0.7555463852699011,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.4647369765568197,ViT-B-32,0.4649521568627451,imagenet_sketch,laion400m_e31,,,,0.7257757079133015,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.5943524140776986,ViT-L-14,0.594538431372549,imagenet_sketch,laion400m_e31,,,,0.837961052486785,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.5441254495077522,ViT-B-16-plus-240,0.5443529411764707,imagenet_sketch,laion400m_e32,,,,0.8046729155613197,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.5234923067853564,ViT-B-16,0.524056862745098,imagenet_sketch,laion400m_e32,,,,0.7907995834070232,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.4937609306529898,ViT-B-32-quickgelu,0.4942262745098039,imagenet_sketch,laion400m_e32,,,,0.7560966024091651,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.4644225667629547,ViT-B-32,0.4648188235294118,imagenet_sketch,laion400m_e32,,,,0.7256381536284855,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.5963174752893553,ViT-L-14,0.5964058823529412,imagenet_sketch,laion400m_e32,,,,0.8391007879895459,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.5196407868105092,convnext_base,0.5198662745098039,imagenet_sketch,laion400m_s13b_b51k,,,,0.7772996128829412,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.5071429975043723,xlm-roberta-base-ViT-B-32,0.5074043137254902,imagenet_sketch,laion5b_s13b_b90k,,,,0.7722690561811001,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.5648568452907308,convnext_base_w_320,0.564781568627451,imagenet_sketch,laion_aesthetic_s13b_b82k_augreg,,,,0.8196270313820275,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.5639922183576018,convnext_base_w_320,0.5641698039215687,imagenet_sketch,laion_aesthetic_s13b_b82k,,,,0.8133191848926095,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.5544223702568335,convnext_base_w,0.5549286274509805,imagenet_sketch,laion_aesthetic_s13b_b82k,,,,0.8094873155298787,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.0034388571203993004,coca_ViT-B-32,0.0034494117647058827,imagenet_sketch,mscoco_finetuned_laion2b_s13b_b90k,,,,0.014246693784511388,zeroshot_classification,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,0.41114975731494036,RN101-quickgelu,0.4110694117647059,imagenet_sketch,openai,,,,0.687319460001179,zeroshot_classification,RN101-quickgelu openai,
en,0.41114975731494036,RN101,0.4110694117647059,imagenet_sketch,openai,,,,0.687319460001179,zeroshot_classification,RN101 openai,
en,0.35514551278272316,RN50-quickgelu,0.3554235294117647,imagenet_sketch,openai,,,,0.6337322407592997,zeroshot_classification,RN50-quickgelu openai,
en,0.35514551278272316,RN50,0.3554235294117647,imagenet_sketch,openai,,,,0.6337322407592997,zeroshot_classification,RN50 openai,
en,0.5066320815893415,RN50x16,0.5067290196078431,imagenet_sketch,openai,,,,0.7753738528955177,zeroshot_classification,RN50x16 openai,
en,0.44693352197920966,RN50x4,0.4472164705882353,imagenet_sketch,openai,,,,0.7245770205741909,zeroshot_classification,RN50x4 openai,
en,0.5592957220617423,RN50x64,0.559496862745098,imagenet_sketch,openai,,,,0.8135942934622413,zeroshot_classification,RN50x64 openai,
en,0.48254043113442985,ViT-B-16,0.4825454901960784,imagenet_sketch,openai,,,,0.7628957142014974,zeroshot_classification,ViT-B-16 openai,
en,0.4232545343787459,ViT-B-32-quickgelu,0.4232905882352941,imagenet_sketch,openai,,,,0.703767022342746,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.4230187270333471,ViT-B-32,0.42358823529411765,imagenet_sketch,openai,,,,0.7038063235669791,zeroshot_classification,ViT-B-32 openai,
en,0.6095619878559217,ViT-L-14-336,0.6095819607843137,imagenet_sketch,openai,,,,0.8499282752657745,zeroshot_classification,ViT-L-14-336 openai,
en,0.5960227161076067,ViT-L-14,0.5962070588235294,imagenet_sketch,openai,,,,0.8428737055159268,zeroshot_classification,ViT-L-14 openai,
en,0.08880111615476823,RN101-quickgelu,0.08890470588235294,imagenet_sketch,yfcc15m,,,,0.22187506140816288,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.08870286309418539,RN101,0.08882117647058822,imagenet_sketch,yfcc15m,,,,0.21869166224527894,zeroshot_classification,RN101 yfcc15m,
en,0.07158717994065515,RN50-quickgelu,0.07182470588235294,imagenet_sketch,yfcc15m,,,,0.1857179351136788,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.07268761421918293,RN50,0.07270823529411764,imagenet_sketch,yfcc15m,,,,0.18681836939220656,zeroshot_classification,RN50 yfcc15m,
en,0.3099,RN50-quickgelu,0.3098,imagenetv2,cc12m,,,,0.5776,zeroshot_classification,RN50-quickgelu cc12m,
en,0.3053,RN50,0.3055,imagenetv2,cc12m,,,,0.5728,zeroshot_classification,RN50 cc12m,
en,0.4332,ViT-B-16,0.4338,imagenetv2,commonpool_l_basic_s1b_b8k,,,,0.7353,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.4994,ViT-B-16,0.4998,imagenetv2,commonpool_l_clip_s1b_b8k,,,,0.7895,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.4869,ViT-B-16,0.48679999999999995,imagenetv2,commonpool_l_image_s1b_b8k,,,,0.7831,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.4793,ViT-B-16,0.47940000000000005,imagenetv2,commonpool_l_laion_s1b_b8k,,,,0.7676,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.3915,ViT-B-16,0.39130000000000004,imagenetv2,commonpool_l_s1b_b8k,,,,0.6866,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.4825,ViT-B-16,0.4824,imagenetv2,commonpool_l_text_s1b_b8k,,,,0.7798,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.1821,ViT-B-32,0.18230000000000002,imagenetv2,commonpool_m_basic_s128m_b4k,,,,0.3926,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.2255,ViT-B-32,0.2253,imagenetv2,commonpool_m_clip_s128m_b4k,,,,0.4537,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.2181,ViT-B-32,0.2184,imagenetv2,commonpool_m_image_s128m_b4k,,,,0.4564,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.1885,ViT-B-32,0.18880000000000002,imagenetv2,commonpool_m_laion_s128m_b4k,,,,0.3994,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.1443,ViT-B-32,0.1444,imagenetv2,commonpool_m_s128m_b4k,,,,0.3331,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.2143,ViT-B-32,0.21459999999999999,imagenetv2,commonpool_m_text_s128m_b4k,,,,0.4363,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.0318,ViT-B-32,0.031900000000000005,imagenetv2,commonpool_s_basic_s13m_b4k,,,,0.0996,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.0379,ViT-B-32,0.0381,imagenetv2,commonpool_s_clip_s13m_b4k,,,,0.1215,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.0308,ViT-B-32,0.0308,imagenetv2,commonpool_s_image_s13m_b4k,,,,0.1051,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.0271,ViT-B-32,0.027200000000000002,imagenetv2,commonpool_s_laion_s13m_b4k,,,,0.0817,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.0234,ViT-B-32,0.023600000000000003,imagenetv2,commonpool_s_s13m_b4k,,,,0.0807,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.0399,ViT-B-32,0.039900000000000005,imagenetv2,commonpool_s_text_s13m_b4k,,,,0.1234,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.6952,ViT-L-14,0.6951000000000002,imagenetv2,commonpool_xl_clip_s13b_b90k,,,,0.9123,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.6853,ViT-L-14,0.6861,imagenetv2,commonpool_xl_laion_s13b_b90k,,,,0.9078,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.6516,ViT-L-14,0.6514000000000001,imagenetv2,commonpool_xl_s13b_b90k,,,,0.8873,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.5522,ViT-B-16,0.552,imagenetv2,datacomp_l_s1b_b8k,,,,0.8227,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.2439,ViT-B-32,0.2437,imagenetv2,datacomp_m_s128m_b4k,,,,0.485,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.0308,ViT-B-32,0.0308,imagenetv2,datacomp_s_s13m_b4k,,,,0.1051,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.7206,ViT-L-14,0.7207,imagenetv2,datacomp_xl_s13b_b90k,,,,0.9219,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6946,xlm-roberta-large-ViT-H-14,0.6952999999999999,imagenetv2,frozen_laion5b_s13b_b90k,,,,0.9108,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.5728,ViT-B-32,0.5734000000000001,imagenetv2,laion2b_e16,,,,0.8392,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.533,roberta-ViT-B-32,0.533,imagenetv2,laion2b_s12b_b32k,,,,0.8129,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.6958,ViT-g-14,0.6964000000000001,imagenetv2,laion2b_s12b_b42k,,,,0.9082,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.6336,convnext_base_w,0.6337,imagenetv2,laion2b_s13b_b82k_augreg,,,,0.8821,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.6238,convnext_base_w,0.6243,imagenetv2,laion2b_s13b_b82k,,,,0.876,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.5572,coca_ViT-B-32,0.5579000000000001,imagenetv2,laion2b_s13b_b90k,,,,0.8162,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.682,convnext_large_d,0.6822999999999999,imagenetv2,laion2b_s26b_b102k_augreg,,,,0.9065,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.6932,convnext_large_d_320,0.6931,imagenetv2,laion2b_s29b_b131k_ft,,,,0.9123,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.6945,convnext_large_d_320,0.6947000000000001,imagenetv2,laion2b_s29b_b131k_ft_soup,,,,0.9156,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.7088,ViT-H-14,0.7094000000000001,imagenetv2,laion2b_s32b_b79k,,,,0.9165,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.6771,ViT-L-14,0.6779,imagenetv2,laion2b_s32b_b82k,,,,0.9024,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.5816,ViT-B-32,0.5815,imagenetv2,laion2b_s34b_b79k,,,,0.8393,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.7229,convnext_xxlarge,0.7231000000000001,imagenetv2,laion2b_s34b_b82k_augreg,,,,0.926,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.7224,convnext_xxlarge,0.7227,imagenetv2,laion2b_s34b_b82k_augreg_rewind,,,,0.9254,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.726,convnext_xxlarge,0.7262000000000001,imagenetv2,laion2b_s34b_b82k_augreg_soup,,,,0.9265,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.6227,ViT-B-16,0.6234,imagenetv2,laion2b_s34b_b88k,,,,0.87,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.716,ViT-g-14,0.7164,imagenetv2,laion2b_s34b_b88k,,,,0.9167,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.7362,ViT-bigG-14,0.7367999999999999,imagenetv2,laion2b_s39b_b160k,,,,0.9286,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.6138,ViT-B-16-plus-240,0.6143,imagenetv2,laion400m_e31,,,,0.8629,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.5943,ViT-B-16,0.5941,imagenetv2,laion400m_e31,,,,0.8528,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.5486,ViT-B-32-quickgelu,0.5494000000000001,imagenetv2,laion400m_e31,,,,0.8159,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.523,ViT-B-32,0.5234000000000001,imagenetv2,laion400m_e31,,,,0.7941,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.6543,ViT-L-14,0.6547999999999999,imagenetv2,laion400m_e31,,,,0.886,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.6152,ViT-B-16-plus-240,0.6146999999999999,imagenetv2,laion400m_e32,,,,0.8643,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.5962,ViT-B-16,0.5964,imagenetv2,laion400m_e32,,,,0.8537,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.551,ViT-B-32-quickgelu,0.5514,imagenetv2,laion400m_e32,,,,0.8162,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.5233,ViT-B-32,0.5239,imagenetv2,laion400m_e32,,,,0.7945,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.6538,ViT-L-14,0.6542,imagenetv2,laion400m_e32,,,,0.8858,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.5856,convnext_base,0.5864000000000001,imagenetv2,laion400m_s13b_b51k,,,,0.8442,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.5423,xlm-roberta-base-ViT-B-32,0.5426,imagenetv2,laion5b_s13b_b90k,,,,0.8145,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.637,convnext_base_w_320,0.6375,imagenetv2,laion_aesthetic_s13b_b82k_augreg,,,,0.8827,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.6401,convnext_base_w_320,0.6403,imagenetv2,laion_aesthetic_s13b_b82k,,,,0.8788,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.6335,convnext_base_w,0.6339,imagenetv2,laion_aesthetic_s13b_b82k,,,,0.8802,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.0087,coca_ViT-B-32,0.008700000000000001,imagenetv2,mscoco_finetuned_laion2b_s13b_b90k,,,,0.0335,zeroshot_classification,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,0.5608,RN101-quickgelu,0.5616,imagenetv2,openai,,,,0.8316,zeroshot_classification,RN101-quickgelu openai,
en,0.5608,RN101,0.5616,imagenetv2,openai,,,,0.8316,zeroshot_classification,RN101 openai,
en,0.5276,RN50-quickgelu,0.5281,imagenetv2,openai,,,,0.8141,zeroshot_classification,RN50-quickgelu openai,
en,0.5276,RN50,0.5281,imagenetv2,openai,,,,0.8141,zeroshot_classification,RN50 openai,
en,0.6431,RN50x16,0.643,imagenetv2,openai,,,,0.8837,zeroshot_classification,RN50x16 openai,
en,0.5956,RN50x4,0.5957,imagenetv2,openai,,,,0.8577,zeroshot_classification,RN50x4 openai,
en,0.6708,RN50x64,0.6708999999999998,imagenetv2,openai,,,,0.9071,zeroshot_classification,RN50x64 openai,
en,0.6183,ViT-B-16,0.6184000000000001,imagenetv2,openai,,,,0.874,zeroshot_classification,ViT-B-16 openai,
en,0.5592,ViT-B-32-quickgelu,0.5593,imagenetv2,openai,,,,0.8341,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.5596,ViT-B-32,0.56,imagenetv2,openai,,,,0.8338,zeroshot_classification,ViT-B-32 openai,
en,0.7082,ViT-L-14-336,0.7085,imagenetv2,openai,,,,0.9165,zeroshot_classification,ViT-L-14-336 openai,
en,0.6975,ViT-L-14,0.6981,imagenetv2,openai,,,,0.9097,zeroshot_classification,ViT-L-14 openai,
en,0.2993,RN101-quickgelu,0.29960000000000003,imagenetv2,yfcc15m,,,,0.549,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.2944,RN101,0.2949,imagenetv2,yfcc15m,,,,0.541,zeroshot_classification,RN101 yfcc15m,
en,0.2797,RN50-quickgelu,0.2798,imagenetv2,yfcc15m,,,,0.5289,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.2799,RN50,0.28,imagenetv2,yfcc15m,,,,0.5199,zeroshot_classification,RN50 yfcc15m,
en,0.1266,RN50-quickgelu,0.1381121450705412,mnist,cc12m,,,,0.5042,zeroshot_classification,RN50-quickgelu cc12m,
en,0.0919,RN50,0.10258325812656097,mnist,cc12m,,,,0.4628,zeroshot_classification,RN50 cc12m,
en,0.2789,ViT-B-16,0.27719449822668407,mnist,commonpool_l_basic_s1b_b8k,,,,0.8266,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.7039,ViT-B-16,0.709302619987279,mnist,commonpool_l_clip_s1b_b8k,,,,0.9415,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.2199,ViT-B-16,0.2041100195948992,mnist,commonpool_l_image_s1b_b8k,,,,0.7194,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.4752,ViT-B-16,0.47651486767569917,mnist,commonpool_l_laion_s1b_b8k,,,,0.9032,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.3567,ViT-B-16,0.3515765260593413,mnist,commonpool_l_s1b_b8k,,,,0.747,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.2589,ViT-B-16,0.2572748465417506,mnist,commonpool_l_text_s1b_b8k,,,,0.7462,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.1208,ViT-B-32,0.12261325480902652,mnist,commonpool_m_basic_s128m_b4k,,,,0.5564,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.1778,ViT-B-32,0.18321842186172776,mnist,commonpool_m_clip_s128m_b4k,,,,0.6539,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.108,ViT-B-32,0.1084581497797357,mnist,commonpool_m_image_s128m_b4k,,,,0.5321,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.1523,ViT-B-32,0.15274755491665676,mnist,commonpool_m_laion_s128m_b4k,,,,0.6227,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.0927,ViT-B-32,0.10290777402777433,mnist,commonpool_m_s128m_b4k,,,,0.5168,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.1031,ViT-B-32,0.10248195533643914,mnist,commonpool_m_text_s128m_b4k,,,,0.5521,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.1086,ViT-B-32,0.09568281938325991,mnist,commonpool_s_basic_s13m_b4k,,,,0.4838,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.0869,ViT-B-32,0.0860256111347285,mnist,commonpool_s_clip_s13m_b4k,,,,0.5007,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.0992,ViT-B-32,0.09620004192433643,mnist,commonpool_s_image_s13m_b4k,,,,0.4906,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.1366,ViT-B-32,0.135485111234412,mnist,commonpool_s_laion_s13m_b4k,,,,0.5785,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.0711,ViT-B-32,0.07023274403319142,mnist,commonpool_s_s13m_b4k,,,,0.5045,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.0766,ViT-B-32,0.07626260557253257,mnist,commonpool_s_text_s13m_b4k,,,,0.512,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.9043,ViT-L-14,0.9025090382976803,mnist,commonpool_xl_clip_s13b_b90k,,,,0.9723,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.7736,ViT-L-14,0.7749635060920577,mnist,commonpool_xl_laion_s13b_b90k,,,,0.9517,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.9074,ViT-L-14,0.9062241479349291,mnist,commonpool_xl_s13b_b90k,,,,0.9782,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.5426,ViT-B-16,0.5435532182777328,mnist,datacomp_l_s1b_b8k,,,,0.9016,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.1147,ViT-B-32,0.11598063626570547,mnist,datacomp_m_s128m_b4k,,,,0.5732,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.0992,ViT-B-32,0.09620004192433643,mnist,datacomp_s_s13m_b4k,,,,0.4906,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.8666,ViT-L-14,0.8663133880504394,mnist,datacomp_xl_s13b_b90k,,,,0.9764,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.7804,xlm-roberta-large-ViT-H-14,0.7803649455392963,mnist,frozen_laion5b_s13b_b90k,,,,0.9629,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.6352,ViT-B-32,0.6298866842875505,mnist,laion2b_e16,,,,0.9224,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.6635,roberta-ViT-B-32,0.6599483786036634,mnist,laion2b_s12b_b32k,,,,0.9185,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.6851,ViT-g-14,0.689693264994788,mnist,laion2b_s12b_b42k,,,,0.951,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.6455,convnext_base_w,0.6440271770585763,mnist,laion2b_s13b_b82k_augreg,,,,0.9183,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.5442,convnext_base_w,0.5581029806461355,mnist,laion2b_s13b_b82k,,,,0.7273,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.7169,coca_ViT-B-32,0.7200675126751797,mnist,laion2b_s13b_b90k,,,,0.9363,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.8065,convnext_large_d,0.8118223410815342,mnist,laion2b_s26b_b102k_augreg,,,,0.9608,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.7715,convnext_large_d_320,0.7801751389229357,mnist,laion2b_s29b_b131k_ft,,,,0.9427,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.7432,convnext_large_d_320,0.7531667846812664,mnist,laion2b_s29b_b131k_ft_soup,,,,0.924,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.7288,ViT-H-14,0.7368830761440047,mnist,laion2b_s32b_b79k,,,,0.9419,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.5412,ViT-L-14,0.5419760891710113,mnist,laion2b_s32b_b82k,,,,0.8342,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.6994,ViT-B-32,0.699306746473779,mnist,laion2b_s34b_b79k,,,,0.9409,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.8687,convnext_xxlarge,0.8724491770997389,mnist,laion2b_s34b_b82k_augreg,,,,0.9877,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.7929,convnext_xxlarge,0.7979022444673591,mnist,laion2b_s34b_b82k_augreg_rewind,,,,0.9803,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.828,convnext_xxlarge,0.8327088773887124,mnist,laion2b_s34b_b82k_augreg_soup,,,,0.9834,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.6599,ViT-B-16,0.6583059411580209,mnist,laion2b_s34b_b88k,,,,0.8971,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.7192,ViT-g-14,0.7284156757111526,mnist,laion2b_s34b_b88k,,,,0.9412,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.7159,ViT-bigG-14,0.7157522866137616,mnist,laion2b_s39b_b160k,,,,0.9317,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.5721,ViT-B-16-plus-240,0.5710683468729995,mnist,laion400m_e31,,,,0.7981,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.6526,ViT-B-16,0.6537216859184778,mnist,laion400m_e31,,,,0.9204,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.3665,ViT-B-32-quickgelu,0.3563541166083712,mnist,laion400m_e31,,,,0.7554,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.4097,ViT-B-32,0.4053993902890719,mnist,laion400m_e31,,,,0.8694,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.7662,ViT-L-14,0.7648761882071168,mnist,laion400m_e31,,,,0.9257,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.5703,ViT-B-16-plus-240,0.5691972924015394,mnist,laion400m_e32,,,,0.823,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.664,ViT-B-16,0.6641056516423548,mnist,laion400m_e32,,,,0.9221,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.3777,ViT-B-32-quickgelu,0.3684346284665597,mnist,laion400m_e32,,,,0.7394,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.3993,ViT-B-32,0.39607736925616865,mnist,laion400m_e32,,,,0.8677,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.7603,ViT-L-14,0.7589215286395354,mnist,laion400m_e32,,,,0.9236,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.6132,convnext_base,0.6048480802291761,mnist,laion400m_s13b_b51k,,,,0.8818,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.74,xlm-roberta-base-ViT-B-32,0.7368772329538644,mnist,laion5b_s13b_b90k,,,,0.9517,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.7213,convnext_base_w_320,0.722123273777053,mnist,laion_aesthetic_s13b_b82k_augreg,,,,0.9399,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.6633,convnext_base_w_320,0.6603892492368556,mnist,laion_aesthetic_s13b_b82k,,,,0.9008,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.6746,convnext_base_w,0.6757794523692657,mnist,laion_aesthetic_s13b_b82k,,,,0.9474,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.5223,RN101-quickgelu,0.5230633694522,mnist,openai,,,,0.9053,zeroshot_classification,RN101-quickgelu openai,
en,0.5223,RN101,0.5230633694522,mnist,openai,,,,0.9053,zeroshot_classification,RN101 openai,
en,0.5855,RN50-quickgelu,0.5804045958212869,mnist,openai,,,,0.9096,zeroshot_classification,RN50-quickgelu openai,
en,0.5855,RN50,0.5804045958212869,mnist,openai,,,,0.9096,zeroshot_classification,RN50 openai,
en,0.6793,RN50x16,0.6866647919210785,mnist,openai,,,,0.9478,zeroshot_classification,RN50x16 openai,
en,0.4895,RN50x4,0.49255790461908866,mnist,openai,,,,0.9105,zeroshot_classification,RN50x4 openai,
en,0.8589,RN50x64,0.8567875313684892,mnist,openai,,,,0.9729,zeroshot_classification,RN50x64 openai,
en,0.5129,ViT-B-16,0.5215229752517931,mnist,openai,,,,0.8679,zeroshot_classification,ViT-B-16 openai,
en,0.4854,ViT-B-32-quickgelu,0.4736162348017877,mnist,openai,,,,0.8497,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.4879,ViT-B-32,0.47767240591919274,mnist,openai,,,,0.8518,zeroshot_classification,ViT-B-32 openai,
en,0.7909,ViT-L-14-336,0.7865479218582482,mnist,openai,,,,0.9459,zeroshot_classification,ViT-L-14-336 openai,
en,0.7633,ViT-L-14,0.758878769583201,mnist,openai,,,,0.9348,zeroshot_classification,ViT-L-14 openai,
en,0.1241,RN101-quickgelu,0.12082807257700867,mnist,yfcc15m,,,,0.5113,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.1085,RN101,0.10798162675629622,mnist,yfcc15m,,,,0.4834,zeroshot_classification,RN101 yfcc15m,
en,0.0913,RN50-quickgelu,0.09093995005126478,mnist,yfcc15m,,,,0.5241,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.1006,RN50,0.09987571044274994,mnist,yfcc15m,,,,0.5381,zeroshot_classification,RN50 yfcc15m,
en,,RN50-quickgelu,,mscoco_captions,cc12m,0.4868052899837494,,,,zeroshot_retrieval,RN50-quickgelu cc12m,0.6140000224113464
en,,RN50,,mscoco_captions,cc12m,0.4787684977054596,,,,zeroshot_retrieval,RN50 cc12m,0.607200026512146
en,,ViT-B-16,,mscoco_captions,commonpool_l_basic_s1b_b8k,0.5411835312843323,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_basic_s1b_b8k,0.6841999888420105
en,,ViT-B-16,,mscoco_captions,commonpool_l_clip_s1b_b8k,0.5365853905677795,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_clip_s1b_b8k,0.6937999725341797
en,,ViT-B-16,,mscoco_captions,commonpool_l_image_s1b_b8k,0.5452619194984436,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_image_s1b_b8k,0.6890000104904175
en,,ViT-B-16,,mscoco_captions,commonpool_l_laion_s1b_b8k,0.5758496522903442,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_laion_s1b_b8k,0.7170000076293945
en,,ViT-B-16,,mscoco_captions,commonpool_l_s1b_b8k,0.4565373957157135,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_s1b_b8k,0.6029999852180481
en,,ViT-B-16,,mscoco_captions,commonpool_l_text_s1b_b8k,0.5539783835411072,,,,zeroshot_retrieval,ViT-B-16 commonpool_l_text_s1b_b8k,0.7016000151634216
en,,ViT-B-32,,mscoco_captions,commonpool_m_basic_s128m_b4k,0.2559376358985901,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_basic_s128m_b4k,0.35280001163482666
en,,ViT-B-32,,mscoco_captions,commonpool_m_clip_s128m_b4k,0.2714914083480835,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_clip_s128m_b4k,0.39660000801086426
en,,ViT-B-32,,mscoco_captions,commonpool_m_image_s128m_b4k,0.2709316313266754,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_image_s128m_b4k,0.37619999051094055
en,,ViT-B-32,,mscoco_captions,commonpool_m_laion_s128m_b4k,0.2606157660484314,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_laion_s128m_b4k,0.35920000076293945
en,,ViT-B-32,,mscoco_captions,commonpool_m_s128m_b4k,0.19420231878757477,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_s128m_b4k,0.3001999855041504
en,,ViT-B-32,,mscoco_captions,commonpool_m_text_s128m_b4k,0.27125149965286255,,,,zeroshot_retrieval,ViT-B-32 commonpool_m_text_s128m_b4k,0.3917999863624573
en,,ViT-B-32,,mscoco_captions,commonpool_s_basic_s13m_b4k,0.0486205518245697,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_basic_s13m_b4k,0.06459999829530716
en,,ViT-B-32,,mscoco_captions,commonpool_s_clip_s13m_b4k,0.051539383828639984,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_clip_s13m_b4k,0.07959999889135361
en,,ViT-B-32,,mscoco_captions,commonpool_s_image_s13m_b4k,0.038504596799612045,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_image_s13m_b4k,0.050200000405311584
en,,ViT-B-32,,mscoco_captions,commonpool_s_laion_s13m_b4k,0.03638544678688049,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_laion_s13m_b4k,0.043800000101327896
en,,ViT-B-32,,mscoco_captions,commonpool_s_s13m_b4k,0.03518592566251755,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_s13m_b4k,0.0568000003695488
en,,ViT-B-32,,mscoco_captions,commonpool_s_text_s13m_b4k,0.055177927017211914,,,,zeroshot_retrieval,ViT-B-32 commonpool_s_text_s13m_b4k,0.08160000294446945
en,,ViT-L-14,,mscoco_captions,commonpool_xl_clip_s13b_b90k,0.676329493522644,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_clip_s13b_b90k,0.8187999725341797
en,,ViT-L-14,,mscoco_captions,commonpool_xl_laion_s13b_b90k,0.7139943838119507,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_laion_s13b_b90k,0.8456000089645386
en,,ViT-L-14,,mscoco_captions,commonpool_xl_s13b_b90k,0.6309076547622681,,,,zeroshot_retrieval,ViT-L-14 commonpool_xl_s13b_b90k,0.7716000080108643
en,,ViT-B-16,,mscoco_captions,datacomp_l_s1b_b8k,0.5744901895523071,,,,zeroshot_retrieval,ViT-B-16 datacomp_l_s1b_b8k,0.7287999987602234
en,,ViT-B-32,,mscoco_captions,datacomp_m_s128m_b4k,0.27025189995765686,,,,zeroshot_retrieval,ViT-B-32 datacomp_m_s128m_b4k,0.37720000743865967
en,,ViT-B-32,,mscoco_captions,datacomp_s_s13m_b4k,0.038464613258838654,,,,zeroshot_retrieval,ViT-B-32 datacomp_s_s13m_b4k,0.05000000074505806
en,,ViT-L-14,,mscoco_captions,datacomp_xl_s13b_b90k,0.7004798054695129,,,,zeroshot_retrieval,ViT-L-14 datacomp_xl_s13b_b90k,0.8420000076293945
en,,xlm-roberta-large-ViT-H-14,,mscoco_captions,frozen_laion5b_s13b_b90k,0.7306277751922607,,,,zeroshot_retrieval,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,0.8623999953269958
en,,ViT-B-32,,mscoco_captions,laion2b_e16,0.6468612551689148,,,,zeroshot_retrieval,ViT-B-32 laion2b_e16,0.7954000234603882
en,,roberta-ViT-B-32,,mscoco_captions,laion2b_s12b_b32k,0.6307077407836914,,,,zeroshot_retrieval,roberta-ViT-B-32 laion2b_s12b_b32k,0.7775999903678894
en,,ViT-g-14,,mscoco_captions,laion2b_s12b_b42k,0.7237904667854309,,,,zeroshot_retrieval,ViT-g-14 laion2b_s12b_b42k,0.8532000184059143
en,,convnext_base_w,,mscoco_captions,laion2b_s13b_b82k_augreg,0.6786085367202759,,,,zeroshot_retrieval,convnext_base_w laion2b_s13b_b82k_augreg,0.8307999968528748
en,,convnext_base_w,,mscoco_captions,laion2b_s13b_b82k,0.6804878115653992,,,,zeroshot_retrieval,convnext_base_w laion2b_s13b_b82k,0.8321999907493591
en,,coca_ViT-B-32,,mscoco_captions,laion2b_s13b_b90k,0.6199520230293274,,,,zeroshot_retrieval,coca_ViT-B-32 laion2b_s13b_b90k,0.7814000248908997
en,,convnext_large_d,,mscoco_captions,laion2b_s26b_b102k_augreg,0.7139943838119507,,,,zeroshot_retrieval,convnext_large_d laion2b_s26b_b102k_augreg,0.8507999777793884
en,,convnext_large_d_320,,mscoco_captions,laion2b_s29b_b131k_ft,0.7232707142829895,,,,zeroshot_retrieval,convnext_large_d_320 laion2b_s29b_b131k_ft,0.8560000061988831
en,,convnext_large_d_320,,mscoco_captions,laion2b_s29b_b131k_ft_soup,0.7251099348068237,,,,zeroshot_retrieval,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,0.8605999946594238
en,,ViT-H-14,,mscoco_captions,laion2b_s32b_b79k,0.7340263724327087,,,,zeroshot_retrieval,ViT-H-14 laion2b_s32b_b79k,0.86080002784729
en,,ViT-L-14,,mscoco_captions,laion2b_s32b_b82k,0.7109556198120117,,,,zeroshot_retrieval,ViT-L-14 laion2b_s32b_b82k,0.840399980545044
en,,ViT-B-32,,mscoco_captions,laion2b_s34b_b79k,0.6540583968162537,,,,zeroshot_retrieval,ViT-B-32 laion2b_s34b_b79k,0.7979999780654907
en,,convnext_xxlarge,,mscoco_captions,laion2b_s34b_b82k_augreg,0.7400239706039429,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg,0.8744000196456909
en,,convnext_xxlarge,,mscoco_captions,laion2b_s34b_b82k_augreg_rewind,0.7408636808395386,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,0.8740000128746033
en,,convnext_xxlarge,,mscoco_captions,laion2b_s34b_b82k_augreg_soup,0.7402238845825195,,,,zeroshot_retrieval,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,0.8722000122070312
en,,ViT-B-16,,mscoco_captions,laion2b_s34b_b88k,0.6772091388702393,,,,zeroshot_retrieval,ViT-B-16 laion2b_s34b_b88k,0.8180000185966492
en,,ViT-g-14,,mscoco_captions,laion2b_s34b_b88k,0.7335865497589111,,,,zeroshot_retrieval,ViT-g-14 laion2b_s34b_b88k,0.8593999743461609
en,,ViT-bigG-14,,mscoco_captions,laion2b_s39b_b160k,0.7491803169250488,,,,zeroshot_retrieval,ViT-bigG-14 laion2b_s39b_b160k,0.8686000108718872
en,,ViT-B-16-plus-240,,mscoco_captions,laion400m_e31,0.6603758335113525,,,,zeroshot_retrieval,ViT-B-16-plus-240 laion400m_e31,0.8083999752998352
en,,ViT-B-16,,mscoco_captions,laion400m_e31,0.636745274066925,,,,zeroshot_retrieval,ViT-B-16 laion400m_e31,0.795799970626831
en,,ViT-B-32-quickgelu,,mscoco_captions,laion400m_e31,0.6098760366439819,,,,zeroshot_retrieval,ViT-B-32-quickgelu laion400m_e31,0.7699999809265137
en,,ViT-B-32,,mscoco_captions,laion400m_e31,0.6001999378204346,,,,zeroshot_retrieval,ViT-B-32 laion400m_e31,0.7638000249862671
en,,ViT-L-14,,mscoco_captions,laion400m_e31,0.6797680854797363,,,,zeroshot_retrieval,ViT-L-14 laion400m_e31,0.8209999799728394
en,,ViT-B-16-plus-240,,mscoco_captions,laion400m_e32,0.6620951890945435,,,,zeroshot_retrieval,ViT-B-16-plus-240 laion400m_e32,0.8109999895095825
en,,ViT-B-16,,mscoco_captions,laion400m_e32,0.6363054513931274,,,,zeroshot_retrieval,ViT-B-16 laion400m_e32,0.7965999841690063
en,,ViT-B-32-quickgelu,,mscoco_captions,laion400m_e32,0.6090763807296753,,,,zeroshot_retrieval,ViT-B-32-quickgelu laion400m_e32,0.7671999931335449
en,,ViT-B-32,,mscoco_captions,laion400m_e32,0.6000799536705017,,,,zeroshot_retrieval,ViT-B-32 laion400m_e32,0.7644000053405762
en,,ViT-L-14,,mscoco_captions,laion400m_e32,0.6801279783248901,,,,zeroshot_retrieval,ViT-L-14 laion400m_e32,0.8216000199317932
en,,convnext_base,,mscoco_captions,laion400m_s13b_b51k,0.631507396697998,,,,zeroshot_retrieval,convnext_base laion400m_s13b_b51k,0.7991999983787537
en,,xlm-roberta-base-ViT-B-32,,mscoco_captions,laion5b_s13b_b90k,0.6344262361526489,,,,zeroshot_retrieval,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,0.7797999978065491
en,,convnext_base_w_320,,mscoco_captions,laion_aesthetic_s13b_b82k_augreg,0.6721311211585999,,,,zeroshot_retrieval,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,0.8276000022888184
en,,convnext_base_w_320,,mscoco_captions,laion_aesthetic_s13b_b82k,0.6919631958007812,,,,zeroshot_retrieval,convnext_base_w_320 laion_aesthetic_s13b_b82k,0.8313999772071838
en,,convnext_base_w,,mscoco_captions,laion_aesthetic_s13b_b82k,0.6857656836509705,,,,zeroshot_retrieval,convnext_base_w laion_aesthetic_s13b_b82k,0.8339999914169312
en,,RN101-quickgelu,,mscoco_captions,openai,0.5548980236053467,,,,zeroshot_retrieval,RN101-quickgelu openai,0.7440000176429749
en,,RN101,,mscoco_captions,openai,0.5548980236053467,,,,zeroshot_retrieval,RN101 openai,0.7440000176429749
en,,RN50-quickgelu,,mscoco_captions,openai,0.5292283296585083,,,,zeroshot_retrieval,RN50-quickgelu openai,0.728600025177002
en,,RN50,,mscoco_captions,openai,0.5292283296585083,,,,zeroshot_retrieval,RN50 openai,0.728600025177002
en,,RN50x16,,mscoco_captions,openai,0.6003598570823669,,,,zeroshot_retrieval,RN50x16 openai,0.7874000072479248
en,,RN50x4,,mscoco_captions,openai,0.5811675190925598,,,,zeroshot_retrieval,RN50x4 openai,0.7663999795913696
en,,RN50x64,,mscoco_captions,openai,0.599520206451416,,,,zeroshot_retrieval,RN50x64 openai,0.8040000200271606
en,,ViT-B-16,,mscoco_captions,openai,0.584126353263855,,,,zeroshot_retrieval,ViT-B-16 openai,0.7671999931335449
en,,ViT-B-32-quickgelu,,mscoco_captions,openai,0.5598160624504089,,,,zeroshot_retrieval,ViT-B-32-quickgelu openai,0.7490000128746033
en,,ViT-B-32,,mscoco_captions,openai,0.5598560571670532,,,,zeroshot_retrieval,ViT-B-32 openai,0.7495999932289124
en,,ViT-L-14-336,,mscoco_captions,openai,0.6163134574890137,,,,zeroshot_retrieval,ViT-L-14-336 openai,0.8126000165939331
en,,ViT-L-14,,mscoco_captions,openai,0.6102758646011353,,,,zeroshot_retrieval,ViT-L-14 openai,0.7936000227928162
en,,RN101-quickgelu,,mscoco_captions,yfcc15m,0.3905637860298157,,,,zeroshot_retrieval,RN101-quickgelu yfcc15m,0.5460000038146973
en,,RN101,,mscoco_captions,yfcc15m,0.38972410559654236,,,,zeroshot_retrieval,RN101 yfcc15m,0.5541999936103821
en,,RN50-quickgelu,,mscoco_captions,yfcc15m,0.3758496642112732,,,,zeroshot_retrieval,RN50-quickgelu yfcc15m,0.526199996471405
en,,RN50,,mscoco_captions,yfcc15m,0.37457016110420227,,,,zeroshot_retrieval,RN50 yfcc15m,0.5351999998092651
en,0.2290836653386454,RN50-quickgelu,0.22837624032968445,objectnet,cc12m,,,,0.47480348874771183,zeroshot_classification,RN50-quickgelu cc12m,
en,0.23059114891784213,RN50,0.23010480366942956,objectnet,cc12m,,,,0.4742651017551416,zeroshot_classification,RN50 cc12m,
en,0.450199203187251,ViT-B-16,0.4432235537760502,objectnet,commonpool_l_basic_s1b_b8k,,,,0.705340798966297,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.4909012598255626,ViT-B-16,0.48030929174446996,objectnet,commonpool_l_clip_s1b_b8k,,,,0.7394206955959944,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.4822332292451814,ViT-B-16,0.47463828718085055,objectnet,commonpool_l_image_s1b_b8k,,,,0.7305911489178422,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.46489716808441905,ViT-B-16,0.45813513486276025,objectnet,commonpool_l_laion_s1b_b8k,,,,0.7200926025627221,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.4109507914288791,ViT-B-16,0.4031099519070399,objectnet,commonpool_l_s1b_b8k,,,,0.6678152255841499,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.4923549047055023,ViT-B-16,0.4816657003042118,objectnet,commonpool_l_text_s1b_b8k,,,,0.7429202110477011,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.17616022396898892,ViT-B-32,0.17049794373259106,objectnet,commonpool_m_basic_s128m_b4k,,,,0.38914611822978357,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.2093787014105739,ViT-B-32,0.20363704088925894,objectnet,commonpool_m_clip_s128m_b4k,,,,0.4309249488532357,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.18358996446645848,ViT-B-32,0.17958565623280687,objectnet,commonpool_m_image_s128m_b4k,,,,0.3923764401852051,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.1765370948637881,ViT-B-32,0.17387335791573194,objectnet,commonpool_m_laion_s128m_b4k,,,,0.37789383008506516,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.1578550662216001,ViT-B-32,0.15478447093913864,objectnet,commonpool_m_s128m_b4k,,,,0.3470980941100463,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.18951222138473134,ViT-B-32,0.18497945898638177,objectnet,commonpool_m_text_s128m_b4k,,,,0.4032518574351244,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.04484763648110262,ViT-B-32,0.04346215759400356,objectnet,commonpool_s_basic_s13m_b4k,,,,0.14811026165607838,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.050393022504576286,ViT-B-32,0.051497860157207774,objectnet,commonpool_s_clip_s13m_b4k,,,,0.16156993647033488,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.043178636804134814,ViT-B-32,0.04413569768782786,objectnet,commonpool_s_image_s13m_b4k,,,,0.1441800366103155,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.03687950899106278,ViT-B-32,0.036469561930067805,objectnet,commonpool_s_laion_s13m_b4k,,,,0.12716700764509528,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.03687950899106278,ViT-B-32,0.03686017727273985,objectnet,commonpool_s_s13m_b4k,,,,0.1263055884569829,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.04990847421126306,ViT-B-32,0.049966565049204284,objectnet,commonpool_s_text_s13m_b4k,,,,0.1593625498007968,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.7191235059760956,ViT-L-14,0.7085325658149078,objectnet,commonpool_xl_clip_s13b_b90k,,,,0.8933993754710886,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.684720577150856,ViT-L-14,0.6721231389218447,objectnet,commonpool_xl_laion_s13b_b90k,,,,0.8721869279638204,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.705233121567783,ViT-L-14,0.6928890020365092,objectnet,commonpool_xl_s13b_b90k,,,,0.8869925702595025,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.531064929471304,ViT-B-16,0.522119009648161,objectnet,datacomp_l_s1b_b8k,,,,0.7714547216539248,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.1973188327770001,ViT-B-32,0.19549417624917714,objectnet,datacomp_m_s128m_b4k,,,,0.4121890815117907,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.043178636804134814,ViT-B-32,0.04413569768782786,objectnet,datacomp_s_s13m_b4k,,,,0.1441800366103155,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.74275869494993,ViT-L-14,0.7325054585599386,objectnet,datacomp_xl_s13b_b90k,,,,0.9094433078496823,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6916657693550123,xlm-roberta-large-ViT-H-14,0.6796273658446115,objectnet,frozen_laion5b_s13b_b90k,,,,0.8742866372348445,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.487617099170884,ViT-B-32,0.4746260513791562,objectnet,laion2b_e16,,,,0.7250996015936255,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.4506837514805642,roberta-ViT-B-32,0.43958717035925515,objectnet,laion2b_s12b_b32k,,,,0.6947345752126629,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.6754603208786476,ViT-g-14,0.6655795638175934,objectnet,laion2b_s12b_b42k,,,,0.8670722515344029,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.572628405297728,convnext_base_w,0.5619771913614008,objectnet,laion2b_s13b_b82k_augreg,,,,0.8056422956821363,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.5779045978249165,convnext_base_w,0.5693251474178064,objectnet,laion2b_s13b_b82k,,,,0.8097340368256702,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.45251426725530314,coca_ViT-B-32,0.44445714964274097,objectnet,laion2b_s13b_b90k,,,,0.6943038656186067,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.6592010337030257,convnext_large_d,0.6475818123173461,objectnet,laion2b_s26b_b102k_augreg,,,,0.8601808980295036,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.680467319909551,convnext_large_d_320,0.669236465760609,objectnet,laion2b_s29b_b131k_ft,,,,0.8748250242274147,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.6901582857758156,convnext_large_d_320,0.6788271287723453,objectnet,laion2b_s29b_b131k_ft_soup,,,,0.8810703133412296,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.697049639280715,ViT-H-14,0.6842259692231668,objectnet,laion2b_s32b_b79k,,,,0.8772477656939809,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.6557015182513191,ViT-L-14,0.6434634725184429,objectnet,laion2b_s32b_b82k,,,,0.8497900290728976,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.4913319694196188,ViT-B-32,0.4828705680308157,objectnet,laion2b_s34b_b79k,,,,0.7334445999784646,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.7233229245181436,convnext_xxlarge,0.7129521763025424,objectnet,laion2b_s34b_b82k_augreg,,,,0.8993754710886185,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.7218692796382039,convnext_xxlarge,0.7108806656081517,objectnet,laion2b_s34b_b82k_augreg_rewind,,,,0.8978141488101647,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.7251534402928825,convnext_xxlarge,0.7147408535411166,objectnet,laion2b_s34b_b82k_augreg_soup,,,,0.9000753741789599,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.5604608592656402,ViT-B-16,0.5493718682774892,objectnet,laion2b_s34b_b88k,,,,0.788413911919888,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.6923118337460967,ViT-g-14,0.6799381716816426,objectnet,laion2b_s34b_b88k,,,,0.8669107354366319,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.7301066006245289,ViT-bigG-14,0.7176190154600207,objectnet,laion2b_s39b_b160k,,,,0.8954452460428556,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.5376870894799182,ViT-B-16-plus-240,0.5265372849205303,objectnet,laion400m_e31,,,,0.771939269947238,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.5138903844083127,ViT-B-16,0.5009211543259372,objectnet,laion400m_e31,,,,0.7495962097555723,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.4369548831700226,ViT-B-32-quickgelu,0.42506328214978273,objectnet,laion400m_e31,,,,0.6841283514590287,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.42747927210078607,ViT-B-32,0.4128063452331424,objectnet,laion400m_e31,,,,0.6712070636373425,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.5982556261440723,ViT-L-14,0.5859204605713739,objectnet,laion400m_e31,,,,0.8097340368256702,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.5392484117583719,ViT-B-16-plus-240,0.5275182640420871,objectnet,laion400m_e32,,,,0.7719931086464951,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.5146979648971681,ViT-B-16,0.5020761562107219,objectnet,laion400m_e32,,,,0.751211370733283,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.43953914073435985,ViT-B-32-quickgelu,0.42743447340438984,objectnet,laion400m_e32,,,,0.6852051254441692,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.42817917519112736,ViT-B-32,0.41432171311677485,objectnet,laion400m_e32,,,,0.6731452568105954,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.5987401744373856,ViT-L-14,0.586146246674011,objectnet,laion400m_e32,,,,0.8102185851189835,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.5024765801658232,convnext_base,0.4917567161430299,objectnet,laion400m_s13b_b51k,,,,0.7399590825885647,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.46021320124905785,xlm-roberta-base-ViT-B-32,0.45109809825563857,objectnet,laion5b_s13b_b90k,,,,0.7060407020566383,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.5273500592225692,convnext_base_w_320,0.5169490640770894,objectnet,laion_aesthetic_s13b_b82k_augreg,,,,0.773985140519005,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.5614299558522666,convnext_base_w_320,0.5490523402308363,objectnet,laion_aesthetic_s13b_b82k,,,,0.7953052654247873,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.5536233444599978,convnext_base_w,0.544069495675553,objectnet,laion_aesthetic_s13b_b82k,,,,0.7882523958221169,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.01620544847636481,coca_ViT-B-32,0.017336761680650757,objectnet,mscoco_finetuned_laion2b_s13b_b90k,,,,0.06999030903413374,zeroshot_classification,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,0.4504683966835361,RN101-quickgelu,0.435813853142506,objectnet,openai,,,,0.7188004737805535,zeroshot_classification,RN101-quickgelu openai,
en,0.4504683966835361,RN101,0.435813853142506,objectnet,openai,,,,0.7188004737805535,zeroshot_classification,RN101 openai,
en,0.4056207602024335,RN50-quickgelu,0.3906454741868556,objectnet,openai,,,,0.6783137719392699,zeroshot_classification,RN50-quickgelu openai,
en,0.4056207602024335,RN50,0.3906454741868556,objectnet,openai,,,,0.6783137719392699,zeroshot_classification,RN50 openai,
en,0.6012167546032088,RN50x16,0.5875175498526765,objectnet,openai,,,,0.8374609669430386,zeroshot_classification,RN50x16 openai,
en,0.5073220630989556,RN50x4,0.49111351225949385,objectnet,openai,,,,0.7605254657047485,zeroshot_classification,RN50x4 openai,
en,0.6737374825024227,RN50x64,0.6602578173340322,objectnet,openai,,,,0.8765478626036395,zeroshot_classification,RN50x64 openai,
en,0.5534079896629698,ViT-B-16,0.5362294700311637,objectnet,openai,,,,0.792613330461936,zeroshot_classification,ViT-B-16 openai,
en,0.44180036610315493,ViT-B-32-quickgelu,0.4273109703499174,objectnet,openai,,,,0.7022181544093895,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.4416926887046409,ViT-B-32,0.4269888653442136,objectnet,openai,,,,0.7023796705071605,zeroshot_classification,ViT-B-32 openai,
en,0.7197157316679229,ViT-L-14-336,0.702799834947412,objectnet,openai,,,,0.9008291159685582,zeroshot_classification,ViT-L-14-336 openai,
en,0.6896198987832454,ViT-L-14,0.6736525031581695,objectnet,openai,,,,0.8806396037471734,zeroshot_classification,ViT-L-14 openai,
en,0.19715731667922903,RN101-quickgelu,0.1894999765493476,objectnet,yfcc15m,,,,0.431624851943577,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.19559599440077527,RN101,0.18692821345296948,objectnet,yfcc15m,,,,0.43076343275546464,zeroshot_classification,RN101 yfcc15m,
en,0.17153009583288467,RN50-quickgelu,0.1647275103606227,objectnet,yfcc15m,,,,0.3918918918918919,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.17556799827716163,RN50,0.16894406759155148,objectnet,yfcc15m,,,,0.3895768278238398,zeroshot_classification,RN50 yfcc15m,
en,0.47885777045579353,RN50-quickgelu,0.47954663887441373,renderedsst2,cc12m,,,,nan,zeroshot_classification,RN50-quickgelu cc12m,
en,0.4870950027457441,RN50,0.48781012969718024,renderedsst2,cc12m,,,,nan,zeroshot_classification,RN50 cc12m,
en,0.5403624382207578,ViT-B-16,0.540157634184471,renderedsst2,commonpool_l_basic_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.5035694673256452,ViT-B-16,0.5034107029123964,renderedsst2,commonpool_l_clip_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.49917627677100496,ViT-B-16,0.4984023073359968,renderedsst2,commonpool_l_image_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.5238879736408567,ViT-B-16,0.5234080973886862,renderedsst2,commonpool_l_laion_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.5118066996155958,ViT-B-16,0.511650671646112,renderedsst2,commonpool_l_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.4925864909390445,ViT-B-16,0.4924132215853164,renderedsst2,commonpool_l_text_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.500823723228995,ViT-B-32,0.5000126657402583,renderedsst2,commonpool_m_basic_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.5013728720483251,ViT-B-32,0.5005500550055005,renderedsst2,commonpool_m_clip_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.5260845689181768,ViT-B-32,0.52553594175207,renderedsst2,commonpool_m_image_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.49697968149368477,ViT-B-32,0.4962002779225291,renderedsst2,commonpool_m_laion_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.4953322350356947,ViT-B-32,0.49560679752185743,renderedsst2,commonpool_m_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.500823723228995,ViT-B-32,0.5,renderedsst2,commonpool_m_text_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.4986271279516749,ViT-B-32,0.4978486335475653,renderedsst2,commonpool_s_basic_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.5013728720483251,ViT-B-32,0.5005500550055005,renderedsst2,commonpool_s_clip_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.4612850082372323,ViT-B-32,0.46135501708065546,renderedsst2,commonpool_s_image_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.49917627677100496,ViT-B-32,0.5,renderedsst2,commonpool_s_laion_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.500823723228995,ViT-B-32,0.5,renderedsst2,commonpool_s_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.500823723228995,ViT-B-32,0.5,renderedsst2,commonpool_s_text_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.6166941241076331,ViT-L-14,0.6166351832551676,renderedsst2,commonpool_xl_clip_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.599121361889072,ViT-L-14,0.5994188234612935,renderedsst2,commonpool_xl_laion_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.5958264689730917,ViT-L-14,0.5960225956806207,renderedsst2,commonpool_xl_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.528281164195497,ViT-B-16,0.5283495454808639,renderedsst2,datacomp_l_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.5321252059308073,ViT-B-32,0.531973756586185,renderedsst2,datacomp_m_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.4612850082372323,ViT-B-32,0.46135501708065546,renderedsst2,datacomp_s_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.6095551894563427,ViT-L-14,0.6098807249145968,renderedsst2,datacomp_xl_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6436024162548051,xlm-roberta-large-ViT-H-14,0.643620447571073,renderedsst2,frozen_laion5b_s13b_b90k,,,,nan,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.5436573311367381,ViT-B-32,0.5439229778240982,renderedsst2,laion2b_e16,,,,nan,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.5436573311367381,roberta-ViT-B-32,0.5441527705402119,renderedsst2,laion2b_s12b_b32k,,,,nan,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.642504118616145,ViT-g-14,0.6426904203578252,renderedsst2,laion2b_s12b_b42k,,,,nan,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.5936298736957716,convnext_base_w,0.594035883851543,renderedsst2,laion2b_s13b_b82k_augreg,,,,nan,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.6051619989017024,convnext_base_w,0.605451334607145,renderedsst2,laion2b_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.5766062602965404,coca_ViT-B-32,0.5767670517051705,renderedsst2,laion2b_s13b_b90k,,,,nan,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.5628775398132894,convnext_large_d,0.563509640437728,renderedsst2,laion2b_s26b_b102k_augreg,,,,nan,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.5628775398132894,convnext_large_d_320,0.5634752619998842,renderedsst2,laion2b_s29b_b131k_ft,,,,nan,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.5612300933552993,convnext_large_d_320,0.561850428463899,renderedsst2,laion2b_s29b_b131k_ft_soup,,,,nan,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.6414058209774849,ViT-H-14,0.6415830727809623,renderedsst2,laion2b_s32b_b79k,,,,nan,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.5914332784184514,ViT-L-14,0.5909002084418968,renderedsst2,laion2b_s32b_b82k,,,,nan,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.5744096650192202,ViT-B-32,0.5741253401655955,renderedsst2,laion2b_s34b_b79k,,,,nan,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.6787479406919276,convnext_xxlarge,0.678612269121649,renderedsst2,laion2b_s34b_b82k_augreg,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.6908292147171884,convnext_xxlarge,0.690720716808523,renderedsst2,laion2b_s34b_b82k_augreg_rewind,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.6935749588138386,convnext_xxlarge,0.6934890857506804,renderedsst2,laion2b_s34b_b82k_augreg_soup,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.5974739154310819,ViT-B-16,0.597620288344624,renderedsst2,laion2b_s34b_b88k,,,,nan,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.5672707303679297,ViT-g-14,0.5678684644780267,renderedsst2,laion2b_s34b_b88k,,,,nan,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.6540362438220758,ViT-bigG-14,0.6538851253546407,renderedsst2,laion2b_s39b_b160k,,,,nan,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.5853926414058209,ViT-B-16-plus-240,0.5856276417115396,renderedsst2,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.5458539264140582,ViT-B-16,0.545303543512246,renderedsst2,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.5211422295442065,ViT-B-32-quickgelu,0.5214557639974524,renderedsst2,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.5167490389895661,ViT-B-32,0.517223597359736,renderedsst2,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.5661724327292696,ViT-L-14,0.5663268629494529,renderedsst2,laion400m_e31,,,,nan,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.5804503020318507,ViT-B-16-plus-240,0.5807314284059986,renderedsst2,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.542559033498078,ViT-B-16,0.5420412107000174,renderedsst2,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.5244371224601867,ViT-B-32-quickgelu,0.5247615222048521,renderedsst2,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.5205930807248764,ViT-B-32,0.5210757917897053,renderedsst2,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.5606809445359693,ViT-L-14,0.5608697382896184,renderedsst2,laion400m_e32,,,,nan,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.5370675453047776,convnext_base,0.5372680360141278,renderedsst2,laion400m_s13b_b51k,,,,nan,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.5343218012081274,xlm-roberta-base-ViT-B-32,0.533918852411557,renderedsst2,laion5b_s13b_b90k,,,,nan,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.5513454146073586,convnext_base_w_320,0.551714217474379,renderedsst2,laion_aesthetic_s13b_b82k_augreg,,,,nan,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.5546403075233388,convnext_base_w_320,0.5549801690695385,renderedsst2,laion_aesthetic_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.5546403075233388,convnext_base_w,0.5543052660529211,renderedsst2,laion_aesthetic_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.6436024162548051,RN101-quickgelu,0.6435806409588327,renderedsst2,openai,,,,nan,zeroshot_classification,RN101-quickgelu openai,
en,0.6436024162548051,RN101,0.6435806409588327,renderedsst2,openai,,,,nan,zeroshot_classification,RN101 openai,
en,0.5557386051619989,RN50-quickgelu,0.5554433732846968,renderedsst2,openai,,,,nan,zeroshot_classification,RN50-quickgelu openai,
en,0.5557386051619989,RN50,0.5554433732846968,renderedsst2,openai,,,,nan,zeroshot_classification,RN50 openai,
en,0.6743547501372872,RN50x16,0.674671414509872,renderedsst2,openai,,,,nan,zeroshot_classification,RN50x16 openai,
en,0.671609006040637,RN50x4,0.6716298274564299,renderedsst2,openai,,,,nan,zeroshot_classification,RN50x4 openai,
en,0.7073036792970895,RN50x64,0.7072386514967286,renderedsst2,openai,,,,nan,zeroshot_classification,RN50x64 openai,
en,0.6062602965403624,ViT-B-16,0.606433834172891,renderedsst2,openai,,,,nan,zeroshot_classification,ViT-B-16 openai,
en,0.5870400878638111,ViT-B-32-quickgelu,0.5867494644201262,renderedsst2,openai,,,,nan,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.5875892366831411,ViT-B-32,0.5873139945573504,renderedsst2,openai,,,,nan,zeroshot_classification,ViT-B-32 openai,
en,0.7067545304777595,ViT-L-14-336,0.706833347808465,renderedsst2,openai,,,,nan,zeroshot_classification,ViT-L-14-336 openai,
en,0.6880834706205382,ViT-L-14,0.6882997510277343,renderedsst2,openai,,,,nan,zeroshot_classification,ViT-L-14 openai,
en,0.49917627677100496,RN101-quickgelu,0.5,renderedsst2,yfcc15m,,,,nan,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.49093904448105435,RN101,0.4912823519194025,renderedsst2,yfcc15m,,,,nan,zeroshot_classification,RN101 yfcc15m,
en,0.49917627677100496,RN50-quickgelu,0.5,renderedsst2,yfcc15m,,,,nan,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.49917627677100496,RN50,0.5,renderedsst2,yfcc15m,,,,nan,zeroshot_classification,RN50 yfcc15m,
en,0.875,RN50-quickgelu,0.875,stl10,cc12m,,,,0.994,zeroshot_classification,RN50-quickgelu cc12m,
en,0.869375,RN50,0.8695,stl10,cc12m,,,,0.99475,zeroshot_classification,RN50 cc12m,
en,0.936875,ViT-B-16,0.937125,stl10,commonpool_l_basic_s1b_b8k,,,,0.998875,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.949625,ViT-B-16,0.9494999999999999,stl10,commonpool_l_clip_s1b_b8k,,,,0.99975,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.948625,ViT-B-16,0.9489999999999998,stl10,commonpool_l_image_s1b_b8k,,,,0.998375,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.941,ViT-B-16,0.9407500000000001,stl10,commonpool_l_laion_s1b_b8k,,,,0.998625,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.9335,ViT-B-16,0.9338749999999999,stl10,commonpool_l_s1b_b8k,,,,0.99975,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.95225,ViT-B-16,0.9525,stl10,commonpool_l_text_s1b_b8k,,,,0.998625,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.779,ViT-B-32,0.778875,stl10,commonpool_m_basic_s128m_b4k,,,,0.992,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.836625,ViT-B-32,0.8370000000000001,stl10,commonpool_m_clip_s128m_b4k,,,,0.9965,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.81675,ViT-B-32,0.817,stl10,commonpool_m_image_s128m_b4k,,,,0.990125,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.777125,ViT-B-32,0.777,stl10,commonpool_m_laion_s128m_b4k,,,,0.98725,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.769,ViT-B-32,0.76925,stl10,commonpool_m_s128m_b4k,,,,0.988,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.7965,ViT-B-32,0.7969999999999999,stl10,commonpool_m_text_s128m_b4k,,,,0.989,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.4655,ViT-B-32,0.4655,stl10,commonpool_s_basic_s13m_b4k,,,,0.935,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.535875,ViT-B-32,0.5355,stl10,commonpool_s_clip_s13m_b4k,,,,0.956125,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.45975,ViT-B-32,0.46025,stl10,commonpool_s_image_s13m_b4k,,,,0.945125,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.487625,ViT-B-32,0.4876250000000001,stl10,commonpool_s_laion_s13m_b4k,,,,0.92525,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.4265,ViT-B-32,0.42675,stl10,commonpool_s_s13m_b4k,,,,0.916875,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.502625,ViT-B-32,0.50225,stl10,commonpool_s_text_s13m_b4k,,,,0.956,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.9875,ViT-L-14,0.9875,stl10,commonpool_xl_clip_s13b_b90k,,,,1.0,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.99025,ViT-L-14,0.99025,stl10,commonpool_xl_laion_s13b_b90k,,,,1.0,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.989,ViT-L-14,0.9890000000000001,stl10,commonpool_xl_s13b_b90k,,,,1.0,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.957625,ViT-B-16,0.957625,stl10,datacomp_l_s1b_b8k,,,,0.998875,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.836125,ViT-B-32,0.8363750000000001,stl10,datacomp_m_s128m_b4k,,,,0.994125,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.45975,ViT-B-32,0.46025,stl10,datacomp_s_s13m_b4k,,,,0.945125,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.9925,ViT-L-14,0.9925,stl10,datacomp_xl_s13b_b90k,,,,0.999875,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.988875,xlm-roberta-large-ViT-H-14,0.9888749999999998,stl10,frozen_laion5b_s13b_b90k,,,,0.99975,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.965125,ViT-B-32,0.9651249999999999,stl10,laion2b_e16,,,,0.9995,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.956125,roberta-ViT-B-32,0.9563750000000001,stl10,laion2b_s12b_b32k,,,,0.999625,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.9865,ViT-g-14,0.9866249999999999,stl10,laion2b_s12b_b42k,,,,0.99975,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.970375,convnext_base_w,0.9706250000000001,stl10,laion2b_s13b_b82k_augreg,,,,0.999625,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.977375,convnext_base_w,0.9774999999999998,stl10,laion2b_s13b_b82k,,,,1.0,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.96325,coca_ViT-B-32,0.9635,stl10,laion2b_s13b_b90k,,,,0.999375,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.982875,convnext_large_d,0.9828750000000002,stl10,laion2b_s26b_b102k_augreg,,,,1.0,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.98525,convnext_large_d_320,0.9855,stl10,laion2b_s29b_b131k_ft,,,,1.0,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.985625,convnext_large_d_320,0.985625,stl10,laion2b_s29b_b131k_ft_soup,,,,1.0,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.984625,ViT-H-14,0.984875,stl10,laion2b_s32b_b79k,,,,0.999875,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.988375,ViT-L-14,0.9884999999999999,stl10,laion2b_s32b_b82k,,,,0.999875,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.965625,ViT-B-32,0.9657500000000001,stl10,laion2b_s34b_b79k,,,,0.999375,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.982375,convnext_xxlarge,0.9825000000000002,stl10,laion2b_s34b_b82k_augreg,,,,1.0,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.980125,convnext_xxlarge,0.9801249999999999,stl10,laion2b_s34b_b82k_augreg_rewind,,,,1.0,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.981,convnext_xxlarge,0.9809999999999999,stl10,laion2b_s34b_b82k_augreg_soup,,,,1.0,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.978625,ViT-B-16,0.9786249999999999,stl10,laion2b_s34b_b88k,,,,1.0,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.989125,ViT-g-14,0.9891249999999999,stl10,laion2b_s34b_b88k,,,,1.0,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.985,ViT-bigG-14,0.985,stl10,laion2b_s39b_b160k,,,,1.0,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.968875,ViT-B-16-plus-240,0.968875,stl10,laion400m_e31,,,,0.999625,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.970125,ViT-B-16,0.970125,stl10,laion400m_e31,,,,0.999875,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.955125,ViT-B-32-quickgelu,0.9552500000000002,stl10,laion400m_e31,,,,0.9995,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.94925,ViT-B-32,0.9492499999999999,stl10,laion400m_e31,,,,0.999,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.980375,ViT-L-14,0.9804999999999999,stl10,laion400m_e31,,,,0.999875,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.96975,ViT-B-16-plus-240,0.96975,stl10,laion400m_e32,,,,0.99975,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.969875,ViT-B-16,0.969875,stl10,laion400m_e32,,,,0.999875,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.95575,ViT-B-32-quickgelu,0.955875,stl10,laion400m_e32,,,,0.999375,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.949625,ViT-B-32,0.9496249999999999,stl10,laion400m_e32,,,,0.999125,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.980625,ViT-L-14,0.9806250000000001,stl10,laion400m_e32,,,,0.999875,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.96575,convnext_base,0.9658750000000002,stl10,laion400m_s13b_b51k,,,,1.0,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.96675,xlm-roberta-base-ViT-B-32,0.9668749999999999,stl10,laion5b_s13b_b90k,,,,0.999875,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.97525,convnext_base_w_320,0.975375,stl10,laion_aesthetic_s13b_b82k_augreg,,,,1.0,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.9665,convnext_base_w_320,0.9665000000000001,stl10,laion_aesthetic_s13b_b82k,,,,0.999375,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.970875,convnext_base_w,0.970875,stl10,laion_aesthetic_s13b_b82k,,,,0.9995,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.96775,RN101-quickgelu,0.96775,stl10,openai,,,,0.99975,zeroshot_classification,RN101-quickgelu openai,
en,0.96775,RN101,0.96775,stl10,openai,,,,0.99975,zeroshot_classification,RN101 openai,
en,0.941875,RN50-quickgelu,0.9424999999999999,stl10,openai,,,,0.99825,zeroshot_classification,RN50-quickgelu openai,
en,0.941875,RN50,0.9424999999999999,stl10,openai,,,,0.99825,zeroshot_classification,RN50 openai,
en,0.977625,RN50x16,0.97775,stl10,openai,,,,0.999625,zeroshot_classification,RN50x16 openai,
en,0.965875,RN50x4,0.9658749999999999,stl10,openai,,,,0.999125,zeroshot_classification,RN50x4 openai,
en,0.983125,RN50x64,0.983125,stl10,openai,,,,0.999875,zeroshot_classification,RN50x64 openai,
en,0.982625,ViT-B-16,0.982625,stl10,openai,,,,1.0,zeroshot_classification,ViT-B-16 openai,
en,0.971375,ViT-B-32-quickgelu,0.9713750000000001,stl10,openai,,,,0.9995,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.971375,ViT-B-32,0.9713750000000001,stl10,openai,,,,0.9995,zeroshot_classification,ViT-B-32 openai,
en,0.9945,ViT-L-14-336,0.9945,stl10,openai,,,,0.999875,zeroshot_classification,ViT-L-14-336 openai,
en,0.993625,ViT-L-14,0.9936250000000001,stl10,openai,,,,1.0,zeroshot_classification,ViT-L-14 openai,
en,0.8665,RN101-quickgelu,0.866375,stl10,yfcc15m,,,,0.99725,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.8805,RN101,0.8805000000000002,stl10,yfcc15m,,,,0.99725,zeroshot_classification,RN101 yfcc15m,
en,0.7915,RN50-quickgelu,0.7915,stl10,yfcc15m,,,,0.98925,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.816,RN50,0.8163750000000001,stl10,yfcc15m,,,,0.989,zeroshot_classification,RN50 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/add_att,cc12m,,0.7528901696205139,,,image_caption_selection,RN50-quickgelu cc12m,
en,,RN50,,sugar_crepe/add_att,cc12m,,0.7702311873435974,,,image_caption_selection,RN50 cc12m,
en,,ViT-B-16,,sugar_crepe/add_att,commonpool_l_basic_s1b_b8k,,0.7326589822769165,,,image_caption_selection,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_att,commonpool_l_clip_s1b_b8k,,0.7557803392410278,,,image_caption_selection,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_att,commonpool_l_image_s1b_b8k,,0.7254335284233093,,,image_caption_selection,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_att,commonpool_l_laion_s1b_b8k,,0.7572254538536072,,,image_caption_selection,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_att,commonpool_l_s1b_b8k,,0.6864162087440491,,,image_caption_selection,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_att,commonpool_l_text_s1b_b8k,,0.7109826803207397,,,image_caption_selection,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_m_basic_s128m_b4k,,0.663294792175293,,,image_caption_selection,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_m_clip_s128m_b4k,,0.6806358098983765,,,image_caption_selection,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_m_image_s128m_b4k,,0.6401734352111816,,,image_caption_selection,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_m_laion_s128m_b4k,,0.6459537744522095,,,image_caption_selection,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_m_s128m_b4k,,0.6459537744522095,,,image_caption_selection,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_m_text_s128m_b4k,,0.6488439440727234,,,image_caption_selection,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_s_basic_s13m_b4k,,0.5751445293426514,,,image_caption_selection,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_s_clip_s13m_b4k,,0.6271676421165466,,,image_caption_selection,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_s_image_s13m_b4k,,0.599711000919342,,,image_caption_selection,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_s_laion_s13m_b4k,,0.6315028667449951,,,image_caption_selection,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_s_s13m_b4k,,0.6011560559272766,,,image_caption_selection,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,commonpool_s_text_s13m_b4k,,0.6069363951683044,,,image_caption_selection,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/add_att,commonpool_xl_clip_s13b_b90k,,0.8020231127738953,,,image_caption_selection,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/add_att,commonpool_xl_laion_s13b_b90k,,0.836705207824707,,,image_caption_selection,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/add_att,commonpool_xl_s13b_b90k,,0.75,,,image_caption_selection,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,sugar_crepe/add_att,datacomp_l_s1b_b8k,,0.7861271500587463,,,image_caption_selection,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/add_att,datacomp_m_s128m_b4k,,0.6734104156494141,,,image_caption_selection,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_att,datacomp_s_s13m_b4k,,0.599711000919342,,,image_caption_selection,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/add_att,datacomp_xl_s13b_b90k,,0.8468208312988281,,,image_caption_selection,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,sugar_crepe/add_att,frozen_laion5b_s13b_b90k,,0.8612716794013977,,,image_caption_selection,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,sugar_crepe/add_att,laion2b_e16,,0.7962427735328674,,,image_caption_selection,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,sugar_crepe/add_att,laion2b_s12b_b32k,,0.7991329431533813,,,image_caption_selection,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,sugar_crepe/add_att,laion2b_s12b_b42k,,0.8208092451095581,,,image_caption_selection,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,sugar_crepe/add_att,laion2b_s13b_b82k_augreg,,0.8034682273864746,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,sugar_crepe/add_att,laion2b_s13b_b82k,,0.839595377445221,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/add_att,laion2b_s13b_b90k,,0.7890173196792603,,,image_caption_selection,coca_ViT-B-32 laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/add_att,laion2b_s13b_b90k,,0.8323699235916138,,,image_caption_selection,coca_ViT-L-14 laion2b_s13b_b90k,
en,,convnext_large_d,,sugar_crepe/add_att,laion2b_s26b_b102k_augreg,,0.8280346989631653,,,image_caption_selection,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,sugar_crepe/add_att,laion2b_s29b_b131k_ft,,0.823699414730072,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,sugar_crepe/add_att,laion2b_s29b_b131k_ft_soup,,0.8280346989631653,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,sugar_crepe/add_att,laion2b_s32b_b79k,,0.8598265647888184,,,image_caption_selection,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,sugar_crepe/add_att,laion2b_s32b_b82k,,0.8193641901016235,,,image_caption_selection,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,sugar_crepe/add_att,laion2b_s34b_b79k,,0.7789017558097839,,,image_caption_selection,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,sugar_crepe/add_att,laion2b_s34b_b82k_augreg,,0.8453757166862488,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,sugar_crepe/add_att,laion2b_s34b_b82k_augreg_rewind,,0.852601170539856,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,sugar_crepe/add_att,laion2b_s34b_b82k_augreg_soup,,0.8482658863067627,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,sugar_crepe/add_att,laion2b_s34b_b88k,,0.8179190754890442,,,image_caption_selection,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,sugar_crepe/add_att,laion2b_s34b_b88k,,0.8554913401603699,,,image_caption_selection,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,sugar_crepe/add_att,laion2b_s39b_b160k,,0.8453757166862488,,,image_caption_selection,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,sugar_crepe/add_att,laion400m_e31,,0.7803468108177185,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,sugar_crepe/add_att,laion400m_e31,,0.7803468108177185,,,image_caption_selection,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,sugar_crepe/add_att,laion400m_e31,,0.7846820950508118,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,sugar_crepe/add_att,laion400m_e31,,0.7846820950508118,,,image_caption_selection,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,sugar_crepe/add_att,laion400m_e31,,0.8092485666275024,,,image_caption_selection,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,sugar_crepe/add_att,laion400m_e32,,0.7803468108177185,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,sugar_crepe/add_att,laion400m_e32,,0.7890173196792603,,,image_caption_selection,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,sugar_crepe/add_att,laion400m_e32,,0.7875722646713257,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,sugar_crepe/add_att,laion400m_e32,,0.7846820950508118,,,image_caption_selection,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,sugar_crepe/add_att,laion400m_e32,,0.8150289058685303,,,image_caption_selection,ViT-L-14 laion400m_e32,
en,,convnext_base,,sugar_crepe/add_att,laion400m_s13b_b51k,,0.7817919254302979,,,image_caption_selection,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,sugar_crepe/add_att,laion5b_s13b_b90k,,0.810693621635437,,,image_caption_selection,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,sugar_crepe/add_att,laion_aesthetic_s13b_b82k_augreg,,0.8164739608764648,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,sugar_crepe/add_att,laion_aesthetic_s13b_b82k,,0.8179190754890442,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,sugar_crepe/add_att,laion_aesthetic_s13b_b82k,,0.8381502628326416,,,image_caption_selection,convnext_base_w laion_aesthetic_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/add_att,mscoco_finetuned_laion2b_s13b_b90k,,0.42774567008018494,,,image_caption_selection,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/add_att,mscoco_finetuned_laion2b_s13b_b90k,,0.8323699235916138,,,image_caption_selection,coca_ViT-L-14 mscoco_finetuned_laion2b_s13b_b90k,
en,,RN101-quickgelu,,sugar_crepe/add_att,openai,,0.7023121118545532,,,image_caption_selection,RN101-quickgelu openai,
en,,RN101,,sugar_crepe/add_att,openai,,0.7023121118545532,,,image_caption_selection,RN101 openai,
en,,RN50-quickgelu,,sugar_crepe/add_att,openai,,0.6965317726135254,,,image_caption_selection,RN50-quickgelu openai,
en,,RN50,,sugar_crepe/add_att,openai,,0.6965317726135254,,,image_caption_selection,RN50 openai,
en,,RN50x16,,sugar_crepe/add_att,openai,,0.7601156234741211,,,image_caption_selection,RN50x16 openai,
en,,RN50x4,,sugar_crepe/add_att,openai,,0.6979768872261047,,,image_caption_selection,RN50x4 openai,
en,,RN50x64,,sugar_crepe/add_att,openai,,0.7384393215179443,,,image_caption_selection,RN50x64 openai,
en,,ViT-B-16,,sugar_crepe/add_att,openai,,0.6719653010368347,,,image_caption_selection,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,sugar_crepe/add_att,openai,,0.6878612637519836,,,image_caption_selection,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,sugar_crepe/add_att,openai,,0.6878612637519836,,,image_caption_selection,ViT-B-32 openai,
en,,ViT-L-14-336,,sugar_crepe/add_att,openai,,0.7413294911384583,,,image_caption_selection,ViT-L-14-336 openai,
en,,ViT-L-14,,sugar_crepe/add_att,openai,,0.7167630195617676,,,image_caption_selection,ViT-L-14 openai,
en,,RN101-quickgelu,,sugar_crepe/add_att,yfcc15m,,0.6705202460289001,,,image_caption_selection,RN101-quickgelu yfcc15m,
en,,RN101,,sugar_crepe/add_att,yfcc15m,,0.6921965479850769,,,image_caption_selection,RN101 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/add_att,yfcc15m,,0.6705202460289001,,,image_caption_selection,RN50-quickgelu yfcc15m,
en,,RN50,,sugar_crepe/add_att,yfcc15m,,0.6849710941314697,,,image_caption_selection,RN50 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/add_obj,cc12m,,0.7938894033432007,,,image_caption_selection,RN50-quickgelu cc12m,
en,,RN50,,sugar_crepe/add_obj,cc12m,,0.8021338582038879,,,image_caption_selection,RN50 cc12m,
en,,ViT-B-16,,sugar_crepe/add_obj,commonpool_l_basic_s1b_b8k,,0.8331716656684875,,,image_caption_selection,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_obj,commonpool_l_clip_s1b_b8k,,0.8273521065711975,,,image_caption_selection,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_obj,commonpool_l_image_s1b_b8k,,0.8166828155517578,,,image_caption_selection,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_obj,commonpool_l_laion_s1b_b8k,,0.82880699634552,,,image_caption_selection,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_obj,commonpool_l_s1b_b8k,,0.8171678185462952,,,image_caption_selection,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/add_obj,commonpool_l_text_s1b_b8k,,0.8254122138023376,,,image_caption_selection,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_m_basic_s128m_b4k,,0.6784675121307373,,,image_caption_selection,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_m_clip_s128m_b4k,,0.67119300365448,,,image_caption_selection,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_m_image_s128m_b4k,,0.6721629500389099,,,image_caption_selection,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_m_laion_s128m_b4k,,0.6794374585151672,,,image_caption_selection,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_m_s128m_b4k,,0.6648884415626526,,,image_caption_selection,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_m_text_s128m_b4k,,0.6750727295875549,,,image_caption_selection,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_s_basic_s13m_b4k,,0.5397672057151794,,,image_caption_selection,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_s_clip_s13m_b4k,,0.568865180015564,,,image_caption_selection,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_s_image_s13m_b4k,,0.5383123159408569,,,image_caption_selection,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_s_laion_s13m_b4k,,0.5320077538490295,,,image_caption_selection,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_s_s13m_b4k,,0.527643084526062,,,image_caption_selection,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,commonpool_s_text_s13m_b4k,,0.5470417141914368,,,image_caption_selection,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/add_obj,commonpool_xl_clip_s13b_b90k,,0.8991270661354065,,,image_caption_selection,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/add_obj,commonpool_xl_laion_s13b_b90k,,0.9136760234832764,,,image_caption_selection,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/add_obj,commonpool_xl_s13b_b90k,,0.8768185973167419,,,image_caption_selection,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,sugar_crepe/add_obj,datacomp_l_s1b_b8k,,0.8438409566879272,,,image_caption_selection,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/add_obj,datacomp_m_s128m_b4k,,0.6658583879470825,,,image_caption_selection,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/add_obj,datacomp_s_s13m_b4k,,0.5383123159408569,,,image_caption_selection,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/add_obj,datacomp_xl_s13b_b90k,,0.9102813005447388,,,image_caption_selection,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,sugar_crepe/add_obj,frozen_laion5b_s13b_b90k,,0.9306498765945435,,,image_caption_selection,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,sugar_crepe/add_obj,laion2b_e16,,0.863239586353302,,,image_caption_selection,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,sugar_crepe/add_obj,laion2b_s12b_b32k,,0.8739088177680969,,,image_caption_selection,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,sugar_crepe/add_obj,laion2b_s12b_b42k,,0.9146459698677063,,,image_caption_selection,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,sugar_crepe/add_obj,laion2b_s13b_b82k_augreg,,0.8870028853416443,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,sugar_crepe/add_obj,laion2b_s13b_b82k,,0.9097962975502014,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/add_obj,laion2b_s13b_b90k,,0.8622696399688721,,,image_caption_selection,coca_ViT-B-32 laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/add_obj,laion2b_s13b_b90k,,0.9151309132575989,,,image_caption_selection,coca_ViT-L-14 laion2b_s13b_b90k,
en,,convnext_large_d,,sugar_crepe/add_obj,laion2b_s26b_b102k_augreg,,0.8962172865867615,,,image_caption_selection,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,sugar_crepe/add_obj,laion2b_s29b_b131k_ft,,0.9054316282272339,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,sugar_crepe/add_obj,laion2b_s29b_b131k_ft_soup,,0.9131910800933838,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,sugar_crepe/add_obj,laion2b_s32b_b79k,,0.9204655885696411,,,image_caption_selection,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,sugar_crepe/add_obj,laion2b_s32b_b82k,,0.9107662439346313,,,image_caption_selection,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,sugar_crepe/add_obj,laion2b_s34b_b79k,,0.8714839816093445,,,image_caption_selection,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,sugar_crepe/add_obj,laion2b_s34b_b82k_augreg,,0.9209505319595337,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,sugar_crepe/add_obj,laion2b_s34b_b82k_augreg_rewind,,0.9170708060264587,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,sugar_crepe/add_obj,laion2b_s34b_b82k_augreg_soup,,0.9219204783439636,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,sugar_crepe/add_obj,laion2b_s34b_b88k,,0.8928225040435791,,,image_caption_selection,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,sugar_crepe/add_obj,laion2b_s34b_b88k,,0.9097962975502014,,,image_caption_selection,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,sugar_crepe/add_obj,laion2b_s39b_b160k,,0.9214354753494263,,,image_caption_selection,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,sugar_crepe/add_obj,laion400m_e31,,0.8452958464622498,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,sugar_crepe/add_obj,laion400m_e31,,0.8370513916015625,,,image_caption_selection,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,sugar_crepe/add_obj,laion400m_e31,,0.8200775980949402,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,sugar_crepe/add_obj,laion400m_e31,,0.8074684739112854,,,image_caption_selection,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,sugar_crepe/add_obj,laion400m_e31,,0.8559650778770447,,,image_caption_selection,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,sugar_crepe/add_obj,laion400m_e32,,0.8448108434677124,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,sugar_crepe/add_obj,laion400m_e32,,0.8370513916015625,,,image_caption_selection,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,sugar_crepe/add_obj,laion400m_e32,,0.8191076517105103,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,sugar_crepe/add_obj,laion400m_e32,,0.8064985275268555,,,image_caption_selection,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,sugar_crepe/add_obj,laion400m_e32,,0.8574199676513672,,,image_caption_selection,ViT-L-14 laion400m_e32,
en,,convnext_base,,sugar_crepe/add_obj,laion400m_s13b_b51k,,0.8312318325042725,,,image_caption_selection,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,sugar_crepe/add_obj,laion5b_s13b_b90k,,0.8782735466957092,,,image_caption_selection,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,sugar_crepe/add_obj,laion_aesthetic_s13b_b82k_augreg,,0.8486905694007874,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,sugar_crepe/add_obj,laion_aesthetic_s13b_b82k,,0.9136760234832764,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,sugar_crepe/add_obj,laion_aesthetic_s13b_b82k,,0.8947623372077942,,,image_caption_selection,convnext_base_w laion_aesthetic_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/add_obj,mscoco_finetuned_laion2b_s13b_b90k,,0.4253152310848236,,,image_caption_selection,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/add_obj,mscoco_finetuned_laion2b_s13b_b90k,,0.9335596561431885,,,image_caption_selection,coca_ViT-L-14 mscoco_finetuned_laion2b_s13b_b90k,
en,,RN101-quickgelu,,sugar_crepe/add_obj,openai,,0.7546072006225586,,,image_caption_selection,RN101-quickgelu openai,
en,,RN101,,sugar_crepe/add_obj,openai,,0.7546072006225586,,,image_caption_selection,RN101 openai,
en,,RN50-quickgelu,,sugar_crepe/add_obj,openai,,0.7444229125976562,,,image_caption_selection,RN50-quickgelu openai,
en,,RN50,,sugar_crepe/add_obj,openai,,0.7444229125976562,,,image_caption_selection,RN50 openai,
en,,RN50x16,,sugar_crepe/add_obj,openai,,0.8074684739112854,,,image_caption_selection,RN50x16 openai,
en,,RN50x4,,sugar_crepe/add_obj,openai,,0.7938894033432007,,,image_caption_selection,RN50x4 openai,
en,,RN50x64,,sugar_crepe/add_obj,openai,,0.8331716656684875,,,image_caption_selection,RN50x64 openai,
en,,ViT-B-16,,sugar_crepe/add_obj,openai,,0.7841901183128357,,,image_caption_selection,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,sugar_crepe/add_obj,openai,,0.7715809941291809,,,image_caption_selection,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,sugar_crepe/add_obj,openai,,0.7715809941291809,,,image_caption_selection,ViT-B-32 openai,
en,,ViT-L-14-336,,sugar_crepe/add_obj,openai,,0.8108632564544678,,,image_caption_selection,ViT-L-14-336 openai,
en,,ViT-L-14,,sugar_crepe/add_obj,openai,,0.7837051153182983,,,image_caption_selection,ViT-L-14 openai,
en,,RN101-quickgelu,,sugar_crepe/add_obj,yfcc15m,,0.6896217465400696,,,image_caption_selection,RN101-quickgelu yfcc15m,
en,,RN101,,sugar_crepe/add_obj,yfcc15m,,0.708535373210907,,,image_caption_selection,RN101 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/add_obj,yfcc15m,,0.7007759213447571,,,image_caption_selection,RN50-quickgelu yfcc15m,
en,,RN50,,sugar_crepe/add_obj,yfcc15m,,0.6983511447906494,,,image_caption_selection,RN50 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/replace_att,cc12m,,0.7538071274757385,,,image_caption_selection,RN50-quickgelu cc12m,
en,,RN50,,sugar_crepe/replace_att,cc12m,,0.7474619150161743,,,image_caption_selection,RN50 cc12m,
en,,ViT-B-16,,sugar_crepe/replace_att,commonpool_l_basic_s1b_b8k,,0.7855330109596252,,,image_caption_selection,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_att,commonpool_l_clip_s1b_b8k,,0.7956852912902832,,,image_caption_selection,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_att,commonpool_l_image_s1b_b8k,,0.799492359161377,,,image_caption_selection,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_att,commonpool_l_laion_s1b_b8k,,0.8147208094596863,,,image_caption_selection,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_att,commonpool_l_s1b_b8k,,0.7512690424919128,,,image_caption_selection,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_att,commonpool_l_text_s1b_b8k,,0.779187798500061,,,image_caption_selection,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_m_basic_s128m_b4k,,0.7119289636611938,,,image_caption_selection,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_m_clip_s128m_b4k,,0.7170050740242004,,,image_caption_selection,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_m_image_s128m_b4k,,0.6967005133628845,,,image_caption_selection,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_m_laion_s128m_b4k,,0.7296954393386841,,,image_caption_selection,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_m_s128m_b4k,,0.6573604345321655,,,image_caption_selection,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_m_text_s128m_b4k,,0.7131979465484619,,,image_caption_selection,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_s_basic_s13m_b4k,,0.6027919054031372,,,image_caption_selection,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_s_clip_s13m_b4k,,0.624365508556366,,,image_caption_selection,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_s_image_s13m_b4k,,0.5774111747741699,,,image_caption_selection,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_s_laion_s13m_b4k,,0.6116751432418823,,,image_caption_selection,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_s_s13m_b4k,,0.624365508556366,,,image_caption_selection,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,commonpool_s_text_s13m_b4k,,0.6269035339355469,,,image_caption_selection,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/replace_att,commonpool_xl_clip_s13b_b90k,,0.8489847779273987,,,image_caption_selection,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/replace_att,commonpool_xl_laion_s13b_b90k,,0.8629441857337952,,,image_caption_selection,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/replace_att,commonpool_xl_s13b_b90k,,0.807106614112854,,,image_caption_selection,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,sugar_crepe/replace_att,datacomp_l_s1b_b8k,,0.799492359161377,,,image_caption_selection,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/replace_att,datacomp_m_s128m_b4k,,0.703045666217804,,,image_caption_selection,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_att,datacomp_s_s13m_b4k,,0.5774111747741699,,,image_caption_selection,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/replace_att,datacomp_xl_s13b_b90k,,0.8439086079597473,,,image_caption_selection,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,sugar_crepe/replace_att,frozen_laion5b_s13b_b90k,,0.8616751432418823,,,image_caption_selection,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,sugar_crepe/replace_att,laion2b_e16,,0.8324872851371765,,,image_caption_selection,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,sugar_crepe/replace_att,laion2b_s12b_b32k,,0.8489847779273987,,,image_caption_selection,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,sugar_crepe/replace_att,laion2b_s12b_b42k,,0.8502538204193115,,,image_caption_selection,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,sugar_crepe/replace_att,laion2b_s13b_b82k_augreg,,0.8350253701210022,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,sugar_crepe/replace_att,laion2b_s13b_b82k,,0.8299492597579956,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/replace_att,laion2b_s13b_b90k,,0.8248730897903442,,,image_caption_selection,coca_ViT-B-32 laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/replace_att,laion2b_s13b_b90k,,0.8515228629112244,,,image_caption_selection,coca_ViT-L-14 laion2b_s13b_b90k,
en,,convnext_large_d,,sugar_crepe/replace_att,laion2b_s26b_b102k_augreg,,0.8616751432418823,,,image_caption_selection,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,sugar_crepe/replace_att,laion2b_s29b_b131k_ft,,0.8604061007499695,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,sugar_crepe/replace_att,laion2b_s29b_b131k_ft_soup,,0.8604061007499695,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,sugar_crepe/replace_att,laion2b_s32b_b79k,,0.8477157354354858,,,image_caption_selection,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,sugar_crepe/replace_att,laion2b_s32b_b82k,,0.8477157354354858,,,image_caption_selection,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,sugar_crepe/replace_att,laion2b_s34b_b79k,,0.8261421322822571,,,image_caption_selection,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,sugar_crepe/replace_att,laion2b_s34b_b82k_augreg,,0.8654822111129761,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,sugar_crepe/replace_att,laion2b_s34b_b82k_augreg_rewind,,0.8553299307823181,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,sugar_crepe/replace_att,laion2b_s34b_b82k_augreg_soup,,0.8591370582580566,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,sugar_crepe/replace_att,laion2b_s34b_b88k,,0.8502538204193115,,,image_caption_selection,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,sugar_crepe/replace_att,laion2b_s34b_b88k,,0.846446692943573,,,image_caption_selection,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,sugar_crepe/replace_att,laion2b_s39b_b160k,,0.8807106614112854,,,image_caption_selection,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,sugar_crepe/replace_att,laion400m_e31,,0.8426395654678345,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,sugar_crepe/replace_att,laion400m_e31,,0.8096446990966797,,,image_caption_selection,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_att,laion400m_e31,,0.8274111747741699,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,sugar_crepe/replace_att,laion400m_e31,,0.8299492597579956,,,image_caption_selection,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,sugar_crepe/replace_att,laion400m_e31,,0.8515228629112244,,,image_caption_selection,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,sugar_crepe/replace_att,laion400m_e32,,0.8439086079597473,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,sugar_crepe/replace_att,laion400m_e32,,0.8159898519515991,,,image_caption_selection,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_att,laion400m_e32,,0.8223350048065186,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,sugar_crepe/replace_att,laion400m_e32,,0.8337563276290894,,,image_caption_selection,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,sugar_crepe/replace_att,laion400m_e32,,0.856598973274231,,,image_caption_selection,ViT-L-14 laion400m_e32,
en,,convnext_base,,sugar_crepe/replace_att,laion400m_s13b_b51k,,0.8299492597579956,,,image_caption_selection,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,sugar_crepe/replace_att,laion5b_s13b_b90k,,0.8388324975967407,,,image_caption_selection,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,sugar_crepe/replace_att,laion_aesthetic_s13b_b82k_augreg,,0.8667512536048889,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,sugar_crepe/replace_att,laion_aesthetic_s13b_b82k,,0.836294412612915,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,sugar_crepe/replace_att,laion_aesthetic_s13b_b82k,,0.8502538204193115,,,image_caption_selection,convnext_base_w laion_aesthetic_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/replace_att,mscoco_finetuned_laion2b_s13b_b90k,,0.5368020534515381,,,image_caption_selection,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/replace_att,mscoco_finetuned_laion2b_s13b_b90k,,0.8794416189193726,,,image_caption_selection,coca_ViT-L-14 mscoco_finetuned_laion2b_s13b_b90k,
en,,RN101-quickgelu,,sugar_crepe/replace_att,openai,,0.8388324975967407,,,image_caption_selection,RN101-quickgelu openai,
en,,RN101,,sugar_crepe/replace_att,openai,,0.8388324975967407,,,image_caption_selection,RN101 openai,
en,,RN50-quickgelu,,sugar_crepe/replace_att,openai,,0.8058375716209412,,,image_caption_selection,RN50-quickgelu openai,
en,,RN50,,sugar_crepe/replace_att,openai,,0.8058375716209412,,,image_caption_selection,RN50 openai,
en,,RN50x16,,sugar_crepe/replace_att,openai,,0.8236040472984314,,,image_caption_selection,RN50x16 openai,
en,,RN50x4,,sugar_crepe/replace_att,openai,,0.8299492597579956,,,image_caption_selection,RN50x4 openai,
en,,RN50x64,,sugar_crepe/replace_att,openai,,0.8350253701210022,,,image_caption_selection,RN50x64 openai,
en,,ViT-B-16,,sugar_crepe/replace_att,openai,,0.8096446990966797,,,image_caption_selection,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_att,openai,,0.8007614016532898,,,image_caption_selection,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,sugar_crepe/replace_att,openai,,0.8007614016532898,,,image_caption_selection,ViT-B-32 openai,
en,,ViT-L-14-336,,sugar_crepe/replace_att,openai,,0.8032994866371155,,,image_caption_selection,ViT-L-14-336 openai,
en,,ViT-L-14,,sugar_crepe/replace_att,openai,,0.7918781638145447,,,image_caption_selection,ViT-L-14 openai,
en,,RN101-quickgelu,,sugar_crepe/replace_att,yfcc15m,,0.7335025668144226,,,image_caption_selection,RN101-quickgelu yfcc15m,
en,,RN101,,sugar_crepe/replace_att,yfcc15m,,0.7563451528549194,,,image_caption_selection,RN101 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/replace_att,yfcc15m,,0.7195431590080261,,,image_caption_selection,RN50-quickgelu yfcc15m,
en,,RN50,,sugar_crepe/replace_att,yfcc15m,,0.7385786771774292,,,image_caption_selection,RN50 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/replace_obj,cc12m,,0.8843825459480286,,,image_caption_selection,RN50-quickgelu cc12m,
en,,RN50,,sugar_crepe/replace_obj,cc12m,,0.8898305296897888,,,image_caption_selection,RN50 cc12m,
en,,ViT-B-16,,sugar_crepe/replace_obj,commonpool_l_basic_s1b_b8k,,0.90617436170578,,,image_caption_selection,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_obj,commonpool_l_clip_s1b_b8k,,0.9098063111305237,,,image_caption_selection,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_obj,commonpool_l_image_s1b_b8k,,0.9237288236618042,,,image_caption_selection,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_obj,commonpool_l_laion_s1b_b8k,,0.9219128489494324,,,image_caption_selection,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_obj,commonpool_l_s1b_b8k,,0.8940678238868713,,,image_caption_selection,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_obj,commonpool_l_text_s1b_b8k,,0.9182808995246887,,,image_caption_selection,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_m_basic_s128m_b4k,,0.7602905631065369,,,image_caption_selection,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_m_clip_s128m_b4k,,0.7651331424713135,,,image_caption_selection,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_m_image_s128m_b4k,,0.7772396802902222,,,image_caption_selection,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_m_laion_s128m_b4k,,0.7754237055778503,,,image_caption_selection,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_m_s128m_b4k,,0.7602905631065369,,,image_caption_selection,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_m_text_s128m_b4k,,0.7863196134567261,,,image_caption_selection,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_s_basic_s13m_b4k,,0.601089596748352,,,image_caption_selection,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_s_clip_s13m_b4k,,0.6150121092796326,,,image_caption_selection,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_s_image_s13m_b4k,,0.584140419960022,,,image_caption_selection,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_s_laion_s13m_b4k,,0.5617433190345764,,,image_caption_selection,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_s_s13m_b4k,,0.592615008354187,,,image_caption_selection,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,commonpool_s_text_s13m_b4k,,0.6265133023262024,,,image_caption_selection,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/replace_obj,commonpool_xl_clip_s13b_b90k,,0.9588377475738525,,,image_caption_selection,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/replace_obj,commonpool_xl_laion_s13b_b90k,,0.9618644118309021,,,image_caption_selection,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/replace_obj,commonpool_xl_s13b_b90k,,0.9467312097549438,,,image_caption_selection,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,sugar_crepe/replace_obj,datacomp_l_s1b_b8k,,0.926755428314209,,,image_caption_selection,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/replace_obj,datacomp_m_s128m_b4k,,0.7736077308654785,,,image_caption_selection,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_obj,datacomp_s_s13m_b4k,,0.584140419960022,,,image_caption_selection,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/replace_obj,datacomp_xl_s13b_b90k,,0.9546005129814148,,,image_caption_selection,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,sugar_crepe/replace_obj,frozen_laion5b_s13b_b90k,,0.9685230255126953,,,image_caption_selection,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,sugar_crepe/replace_obj,laion2b_e16,,0.9418886303901672,,,image_caption_selection,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,sugar_crepe/replace_obj,laion2b_s12b_b32k,,0.9279661178588867,,,image_caption_selection,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,sugar_crepe/replace_obj,laion2b_s12b_b42k,,0.9570217728614807,,,image_caption_selection,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,sugar_crepe/replace_obj,laion2b_s13b_b82k_augreg,,0.9497578740119934,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,sugar_crepe/replace_obj,laion2b_s13b_b82k,,0.9564164876937866,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/replace_obj,laion2b_s13b_b90k,,0.926755428314209,,,image_caption_selection,coca_ViT-B-32 laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/replace_obj,laion2b_s13b_b90k,,0.9594430923461914,,,image_caption_selection,coca_ViT-L-14 laion2b_s13b_b90k,
en,,convnext_large_d,,sugar_crepe/replace_obj,laion2b_s26b_b102k_augreg,,0.9618644118309021,,,image_caption_selection,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,sugar_crepe/replace_obj,laion2b_s29b_b131k_ft,,0.9612590670585632,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,sugar_crepe/replace_obj,laion2b_s29b_b131k_ft_soup,,0.9673123359680176,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,sugar_crepe/replace_obj,laion2b_s32b_b79k,,0.9654963612556458,,,image_caption_selection,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,sugar_crepe/replace_obj,laion2b_s32b_b82k,,0.9618644118309021,,,image_caption_selection,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,sugar_crepe/replace_obj,laion2b_s34b_b79k,,0.9376513361930847,,,image_caption_selection,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,sugar_crepe/replace_obj,laion2b_s34b_b82k_augreg,,0.9654963612556458,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,sugar_crepe/replace_obj,laion2b_s34b_b82k_augreg_rewind,,0.9612590670585632,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,sugar_crepe/replace_obj,laion2b_s34b_b82k_augreg_soup,,0.9630750417709351,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,sugar_crepe/replace_obj,laion2b_s34b_b88k,,0.9612590670585632,,,image_caption_selection,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,sugar_crepe/replace_obj,laion2b_s34b_b88k,,0.9630750417709351,,,image_caption_selection,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,sugar_crepe/replace_obj,laion2b_s39b_b160k,,0.9667070508003235,,,image_caption_selection,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,sugar_crepe/replace_obj,laion400m_e31,,0.9461259245872498,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,sugar_crepe/replace_obj,laion400m_e31,,0.9412832856178284,,,image_caption_selection,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_obj,laion400m_e31,,0.9152542352676392,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,sugar_crepe/replace_obj,laion400m_e31,,0.9188861846923828,,,image_caption_selection,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,sugar_crepe/replace_obj,laion400m_e31,,0.9576271176338196,,,image_caption_selection,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,sugar_crepe/replace_obj,laion400m_e32,,0.9461259245872498,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,sugar_crepe/replace_obj,laion400m_e32,,0.9412832856178284,,,image_caption_selection,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_obj,laion400m_e32,,0.9164648652076721,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,sugar_crepe/replace_obj,laion400m_e32,,0.9207021594047546,,,image_caption_selection,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,sugar_crepe/replace_obj,laion400m_e32,,0.9558111429214478,,,image_caption_selection,ViT-L-14 laion400m_e32,
en,,convnext_base,,sugar_crepe/replace_obj,laion400m_s13b_b51k,,0.9315980672836304,,,image_caption_selection,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,sugar_crepe/replace_obj,laion5b_s13b_b90k,,0.9322034120559692,,,image_caption_selection,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,sugar_crepe/replace_obj,laion_aesthetic_s13b_b82k_augreg,,0.9527844786643982,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,sugar_crepe/replace_obj,laion_aesthetic_s13b_b82k,,0.9570217728614807,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,sugar_crepe/replace_obj,laion_aesthetic_s13b_b82k,,0.9600484371185303,,,image_caption_selection,convnext_base_w laion_aesthetic_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/replace_obj,mscoco_finetuned_laion2b_s13b_b90k,,0.5544794201850891,,,image_caption_selection,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/replace_obj,mscoco_finetuned_laion2b_s13b_b90k,,0.9588377475738525,,,image_caption_selection,coca_ViT-L-14 mscoco_finetuned_laion2b_s13b_b90k,
en,,RN101-quickgelu,,sugar_crepe/replace_obj,openai,,0.9249394536018372,,,image_caption_selection,RN101-quickgelu openai,
en,,RN101,,sugar_crepe/replace_obj,openai,,0.9249394536018372,,,image_caption_selection,RN101 openai,
en,,RN50-quickgelu,,sugar_crepe/replace_obj,openai,,0.9176755547523499,,,image_caption_selection,RN50-quickgelu openai,
en,,RN50,,sugar_crepe/replace_obj,openai,,0.9176755547523499,,,image_caption_selection,RN50 openai,
en,,RN50x16,,sugar_crepe/replace_obj,openai,,0.9346246719360352,,,image_caption_selection,RN50x16 openai,
en,,RN50x4,,sugar_crepe/replace_obj,openai,,0.926755428314209,,,image_caption_selection,RN50x4 openai,
en,,RN50x64,,sugar_crepe/replace_obj,openai,,0.9443099498748779,,,image_caption_selection,RN50x64 openai,
en,,ViT-B-16,,sugar_crepe/replace_obj,openai,,0.9346246719360352,,,image_caption_selection,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_obj,openai,,0.9092009663581848,,,image_caption_selection,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,sugar_crepe/replace_obj,openai,,0.9092009663581848,,,image_caption_selection,ViT-B-32 openai,
en,,ViT-L-14-336,,sugar_crepe/replace_obj,openai,,0.9467312097549438,,,image_caption_selection,ViT-L-14-336 openai,
en,,ViT-L-14,,sugar_crepe/replace_obj,openai,,0.9412832856178284,,,image_caption_selection,ViT-L-14 openai,
en,,RN101-quickgelu,,sugar_crepe/replace_obj,yfcc15m,,0.8613801598548889,,,image_caption_selection,RN101-quickgelu yfcc15m,
en,,RN101,,sugar_crepe/replace_obj,yfcc15m,,0.8662227392196655,,,image_caption_selection,RN101 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/replace_obj,yfcc15m,,0.8541162014007568,,,image_caption_selection,RN50-quickgelu yfcc15m,
en,,RN50,,sugar_crepe/replace_obj,yfcc15m,,0.8565375208854675,,,image_caption_selection,RN50 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/replace_rel,cc12m,,0.6600284576416016,,,image_caption_selection,RN50-quickgelu cc12m,
en,,RN50,,sugar_crepe/replace_rel,cc12m,,0.653627336025238,,,image_caption_selection,RN50 cc12m,
en,,ViT-B-16,,sugar_crepe/replace_rel,commonpool_l_basic_s1b_b8k,,0.6066856384277344,,,image_caption_selection,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_rel,commonpool_l_clip_s1b_b8k,,0.6123755574226379,,,image_caption_selection,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_rel,commonpool_l_image_s1b_b8k,,0.6109530329704285,,,image_caption_selection,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_rel,commonpool_l_laion_s1b_b8k,,0.6557610034942627,,,image_caption_selection,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_rel,commonpool_l_s1b_b8k,,0.5604552030563354,,,image_caption_selection,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/replace_rel,commonpool_l_text_s1b_b8k,,0.6230440735816956,,,image_caption_selection,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_m_basic_s128m_b4k,,0.5689900517463684,,,image_caption_selection,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_m_clip_s128m_b4k,,0.5483641624450684,,,image_caption_selection,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_m_image_s128m_b4k,,0.566145122051239,,,image_caption_selection,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_m_laion_s128m_b4k,,0.5682787895202637,,,image_caption_selection,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_m_s128m_b4k,,0.5448079705238342,,,image_caption_selection,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_m_text_s128m_b4k,,0.5725462436676025,,,image_caption_selection,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_s_basic_s13m_b4k,,0.49644380807876587,,,image_caption_selection,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_s_clip_s13m_b4k,,0.49928876757621765,,,image_caption_selection,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_s_image_s13m_b4k,,0.5220483541488647,,,image_caption_selection,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_s_laion_s13m_b4k,,0.5248933434486389,,,image_caption_selection,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_s_s13m_b4k,,0.5128023028373718,,,image_caption_selection,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,commonpool_s_text_s13m_b4k,,0.5248933434486389,,,image_caption_selection,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/replace_rel,commonpool_xl_clip_s13b_b90k,,0.6877667307853699,,,image_caption_selection,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/replace_rel,commonpool_xl_laion_s13b_b90k,,0.7055476307868958,,,image_caption_selection,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/replace_rel,commonpool_xl_s13b_b90k,,0.6379801034927368,,,image_caption_selection,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,sugar_crepe/replace_rel,datacomp_l_s1b_b8k,,0.6394025683403015,,,image_caption_selection,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/replace_rel,datacomp_m_s128m_b4k,,0.5810810923576355,,,image_caption_selection,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/replace_rel,datacomp_s_s13m_b4k,,0.5220483541488647,,,image_caption_selection,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/replace_rel,datacomp_xl_s13b_b90k,,0.7005689740180969,,,image_caption_selection,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,sugar_crepe/replace_rel,frozen_laion5b_s13b_b90k,,0.720483660697937,,,image_caption_selection,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,sugar_crepe/replace_rel,laion2b_e16,,0.7019914388656616,,,image_caption_selection,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,sugar_crepe/replace_rel,laion2b_s12b_b32k,,0.7254623174667358,,,image_caption_selection,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,sugar_crepe/replace_rel,laion2b_s12b_b42k,,0.7240398526191711,,,image_caption_selection,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,sugar_crepe/replace_rel,laion2b_s13b_b82k_augreg,,0.7140824794769287,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,sugar_crepe/replace_rel,laion2b_s13b_b82k,,0.7133712768554688,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/replace_rel,laion2b_s13b_b90k,,0.682788074016571,,,image_caption_selection,coca_ViT-B-32 laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/replace_rel,laion2b_s13b_b90k,,0.7105262875556946,,,image_caption_selection,coca_ViT-L-14 laion2b_s13b_b90k,
en,,convnext_large_d,,sugar_crepe/replace_rel,laion2b_s26b_b102k_augreg,,0.7169274687767029,,,image_caption_selection,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,sugar_crepe/replace_rel,laion2b_s29b_b131k_ft,,0.7240398526191711,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,sugar_crepe/replace_rel,laion2b_s29b_b131k_ft_soup,,0.7254623174667358,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,sugar_crepe/replace_rel,laion2b_s32b_b79k,,0.7162162065505981,,,image_caption_selection,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,sugar_crepe/replace_rel,laion2b_s32b_b82k,,0.7076813578605652,,,image_caption_selection,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,sugar_crepe/replace_rel,laion2b_s34b_b79k,,0.6884779334068298,,,image_caption_selection,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,sugar_crepe/replace_rel,laion2b_s34b_b82k_augreg,,0.7183499336242676,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,sugar_crepe/replace_rel,laion2b_s34b_b82k_augreg_rewind,,0.7247510552406311,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,sugar_crepe/replace_rel,laion2b_s34b_b82k_augreg_soup,,0.721194863319397,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,sugar_crepe/replace_rel,laion2b_s34b_b88k,,0.7105262875556946,,,image_caption_selection,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,sugar_crepe/replace_rel,laion2b_s34b_b88k,,0.7304409742355347,,,image_caption_selection,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,sugar_crepe/replace_rel,laion2b_s39b_b160k,,0.7489331364631653,,,image_caption_selection,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,sugar_crepe/replace_rel,laion400m_e31,,0.6657183766365051,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,sugar_crepe/replace_rel,laion400m_e31,,0.6678520441055298,,,image_caption_selection,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_rel,laion400m_e31,,0.6756756901741028,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,sugar_crepe/replace_rel,laion400m_e31,,0.6778094172477722,,,image_caption_selection,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,sugar_crepe/replace_rel,laion400m_e31,,0.6856330037117004,,,image_caption_selection,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,sugar_crepe/replace_rel,laion400m_e32,,0.6650071144104004,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,sugar_crepe/replace_rel,laion400m_e32,,0.6685633063316345,,,image_caption_selection,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_rel,laion400m_e32,,0.6728307008743286,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,sugar_crepe/replace_rel,laion400m_e32,,0.6735419631004333,,,image_caption_selection,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,sugar_crepe/replace_rel,laion400m_e32,,0.692034125328064,,,image_caption_selection,ViT-L-14 laion400m_e32,
en,,convnext_base,,sugar_crepe/replace_rel,laion400m_s13b_b51k,,0.6586059927940369,,,image_caption_selection,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,sugar_crepe/replace_rel,laion5b_s13b_b90k,,0.692034125328064,,,image_caption_selection,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,sugar_crepe/replace_rel,laion_aesthetic_s13b_b82k_augreg,,0.7012802362442017,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,sugar_crepe/replace_rel,laion_aesthetic_s13b_b82k,,0.7233285903930664,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,sugar_crepe/replace_rel,laion_aesthetic_s13b_b82k,,0.7055476307868958,,,image_caption_selection,convnext_base_w laion_aesthetic_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/replace_rel,mscoco_finetuned_laion2b_s13b_b90k,,0.4736842215061188,,,image_caption_selection,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/replace_rel,mscoco_finetuned_laion2b_s13b_b90k,,0.7318634390830994,,,image_caption_selection,coca_ViT-L-14 mscoco_finetuned_laion2b_s13b_b90k,
en,,RN101-quickgelu,,sugar_crepe/replace_rel,openai,,0.6692745089530945,,,image_caption_selection,RN101-quickgelu openai,
en,,RN101,,sugar_crepe/replace_rel,openai,,0.6692745089530945,,,image_caption_selection,RN101 openai,
en,,RN50-quickgelu,,sugar_crepe/replace_rel,openai,,0.7012802362442017,,,image_caption_selection,RN50-quickgelu openai,
en,,RN50,,sugar_crepe/replace_rel,openai,,0.7012802362442017,,,image_caption_selection,RN50 openai,
en,,RN50x16,,sugar_crepe/replace_rel,openai,,0.692034125328064,,,image_caption_selection,RN50x16 openai,
en,,RN50x4,,sugar_crepe/replace_rel,openai,,0.674964427947998,,,image_caption_selection,RN50x4 openai,
en,,RN50x64,,sugar_crepe/replace_rel,openai,,0.704125165939331,,,image_caption_selection,RN50x64 openai,
en,,ViT-B-16,,sugar_crepe/replace_rel,openai,,0.6678520441055298,,,image_caption_selection,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,sugar_crepe/replace_rel,openai,,0.692034125328064,,,image_caption_selection,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,sugar_crepe/replace_rel,openai,,0.692034125328064,,,image_caption_selection,ViT-B-32 openai,
en,,ViT-L-14-336,,sugar_crepe/replace_rel,openai,,0.6671408414840698,,,image_caption_selection,ViT-L-14-336 openai,
en,,ViT-L-14,,sugar_crepe/replace_rel,openai,,0.6529160737991333,,,image_caption_selection,ViT-L-14 openai,
en,,RN101-quickgelu,,sugar_crepe/replace_rel,yfcc15m,,0.6486486196517944,,,image_caption_selection,RN101-quickgelu yfcc15m,
en,,RN101,,sugar_crepe/replace_rel,yfcc15m,,0.6514936089515686,,,image_caption_selection,RN101 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/replace_rel,yfcc15m,,0.6280227303504944,,,image_caption_selection,RN50-quickgelu yfcc15m,
en,,RN50,,sugar_crepe/replace_rel,yfcc15m,,0.6351351141929626,,,image_caption_selection,RN50 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/swap_att,cc12m,,0.6441441178321838,,,image_caption_selection,RN50-quickgelu cc12m,
en,,RN50,,sugar_crepe/swap_att,cc12m,,0.6411411166191101,,,image_caption_selection,RN50 cc12m,
en,,ViT-B-16,,sugar_crepe/swap_att,commonpool_l_basic_s1b_b8k,,0.5735735893249512,,,image_caption_selection,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_att,commonpool_l_clip_s1b_b8k,,0.5930930972099304,,,image_caption_selection,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_att,commonpool_l_image_s1b_b8k,,0.5840840935707092,,,image_caption_selection,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_att,commonpool_l_laion_s1b_b8k,,0.6471471190452576,,,image_caption_selection,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_att,commonpool_l_s1b_b8k,,0.5660660862922668,,,image_caption_selection,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_att,commonpool_l_text_s1b_b8k,,0.5930930972099304,,,image_caption_selection,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_m_basic_s128m_b4k,,0.5525525808334351,,,image_caption_selection,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_m_clip_s128m_b4k,,0.5555555820465088,,,image_caption_selection,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_m_image_s128m_b4k,,0.545045018196106,,,image_caption_selection,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_m_laion_s128m_b4k,,0.5780780911445618,,,image_caption_selection,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_m_s128m_b4k,,0.5255255103111267,,,image_caption_selection,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_m_text_s128m_b4k,,0.5600600838661194,,,image_caption_selection,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_s_basic_s13m_b4k,,0.5270270109176636,,,image_caption_selection,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_s_clip_s13m_b4k,,0.5150150060653687,,,image_caption_selection,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_s_image_s13m_b4k,,0.5165165066719055,,,image_caption_selection,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_s_laion_s13m_b4k,,0.5135135054588318,,,image_caption_selection,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_s_s13m_b4k,,0.4954954981803894,,,image_caption_selection,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,commonpool_s_text_s13m_b4k,,0.5015015006065369,,,image_caption_selection,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/swap_att,commonpool_xl_clip_s13b_b90k,,0.6321321129798889,,,image_caption_selection,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/swap_att,commonpool_xl_laion_s13b_b90k,,0.6711711883544922,,,image_caption_selection,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/swap_att,commonpool_xl_s13b_b90k,,0.5885885953903198,,,image_caption_selection,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,sugar_crepe/swap_att,datacomp_l_s1b_b8k,,0.5765765905380249,,,image_caption_selection,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/swap_att,datacomp_m_s128m_b4k,,0.5825825929641724,,,image_caption_selection,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_att,datacomp_s_s13m_b4k,,0.5165165066719055,,,image_caption_selection,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/swap_att,datacomp_xl_s13b_b90k,,0.6681681871414185,,,image_caption_selection,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,sugar_crepe/swap_att,frozen_laion5b_s13b_b90k,,0.7207207083702087,,,image_caption_selection,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,sugar_crepe/swap_att,laion2b_e16,,0.6801801919937134,,,image_caption_selection,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,sugar_crepe/swap_att,laion2b_s12b_b32k,,0.7132132053375244,,,image_caption_selection,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,sugar_crepe/swap_att,laion2b_s12b_b42k,,0.7102102041244507,,,image_caption_selection,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,sugar_crepe/swap_att,laion2b_s13b_b82k_augreg,,0.6666666865348816,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,sugar_crepe/swap_att,laion2b_s13b_b82k,,0.672672688961029,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/swap_att,laion2b_s13b_b90k,,0.6756756901741028,,,image_caption_selection,coca_ViT-B-32 laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/swap_att,laion2b_s13b_b90k,,0.6486486196517944,,,image_caption_selection,coca_ViT-L-14 laion2b_s13b_b90k,
en,,convnext_large_d,,sugar_crepe/swap_att,laion2b_s26b_b102k_augreg,,0.707207202911377,,,image_caption_selection,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,sugar_crepe/swap_att,laion2b_s29b_b131k_ft,,0.7087087035179138,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,sugar_crepe/swap_att,laion2b_s29b_b131k_ft_soup,,0.7207207083702087,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,sugar_crepe/swap_att,laion2b_s32b_b79k,,0.7327327132225037,,,image_caption_selection,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,sugar_crepe/swap_att,laion2b_s32b_b82k,,0.695195198059082,,,image_caption_selection,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,sugar_crepe/swap_att,laion2b_s34b_b79k,,0.672672688961029,,,image_caption_selection,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,sugar_crepe/swap_att,laion2b_s34b_b82k_augreg,,0.7027027010917664,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,sugar_crepe/swap_att,laion2b_s34b_b82k_augreg_rewind,,0.7192192077636719,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,sugar_crepe/swap_att,laion2b_s34b_b82k_augreg_soup,,0.717717707157135,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,sugar_crepe/swap_att,laion2b_s34b_b88k,,0.6771771907806396,,,image_caption_selection,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,sugar_crepe/swap_att,laion2b_s34b_b88k,,0.7222222089767456,,,image_caption_selection,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,sugar_crepe/swap_att,laion2b_s39b_b160k,,0.7492492198944092,,,image_caption_selection,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,sugar_crepe/swap_att,laion400m_e31,,0.6681681871414185,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,sugar_crepe/swap_att,laion400m_e31,,0.6561561822891235,,,image_caption_selection,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,sugar_crepe/swap_att,laion400m_e31,,0.6861861944198608,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,sugar_crepe/swap_att,laion400m_e31,,0.6831831932067871,,,image_caption_selection,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,sugar_crepe/swap_att,laion400m_e31,,0.6741741895675659,,,image_caption_selection,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,sugar_crepe/swap_att,laion400m_e32,,0.6636636853218079,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,sugar_crepe/swap_att,laion400m_e32,,0.6501501798629761,,,image_caption_selection,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,sugar_crepe/swap_att,laion400m_e32,,0.6936936974525452,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,sugar_crepe/swap_att,laion400m_e32,,0.6906906962394714,,,image_caption_selection,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,sugar_crepe/swap_att,laion400m_e32,,0.6741741895675659,,,image_caption_selection,ViT-L-14 laion400m_e32,
en,,convnext_base,,sugar_crepe/swap_att,laion400m_s13b_b51k,,0.6261261105537415,,,image_caption_selection,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,sugar_crepe/swap_att,laion5b_s13b_b90k,,0.6756756901741028,,,image_caption_selection,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,sugar_crepe/swap_att,laion_aesthetic_s13b_b82k_augreg,,0.7132132053375244,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,sugar_crepe/swap_att,laion_aesthetic_s13b_b82k,,0.695195198059082,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,sugar_crepe/swap_att,laion_aesthetic_s13b_b82k,,0.695195198059082,,,image_caption_selection,convnext_base_w laion_aesthetic_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/swap_att,mscoco_finetuned_laion2b_s13b_b90k,,0.4744744598865509,,,image_caption_selection,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/swap_att,mscoco_finetuned_laion2b_s13b_b90k,,0.672672688961029,,,image_caption_selection,coca_ViT-L-14 mscoco_finetuned_laion2b_s13b_b90k,
en,,RN101-quickgelu,,sugar_crepe/swap_att,openai,,0.6591591835021973,,,image_caption_selection,RN101-quickgelu openai,
en,,RN101,,sugar_crepe/swap_att,openai,,0.6591591835021973,,,image_caption_selection,RN101 openai,
en,,RN50-quickgelu,,sugar_crepe/swap_att,openai,,0.6861861944198608,,,image_caption_selection,RN50-quickgelu openai,
en,,RN50,,sugar_crepe/swap_att,openai,,0.6861861944198608,,,image_caption_selection,RN50 openai,
en,,RN50x16,,sugar_crepe/swap_att,openai,,0.6591591835021973,,,image_caption_selection,RN50x16 openai,
en,,RN50x4,,sugar_crepe/swap_att,openai,,0.6336336135864258,,,image_caption_selection,RN50x4 openai,
en,,RN50x64,,sugar_crepe/swap_att,openai,,0.6681681871414185,,,image_caption_selection,RN50x64 openai,
en,,ViT-B-16,,sugar_crepe/swap_att,openai,,0.6471471190452576,,,image_caption_selection,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,sugar_crepe/swap_att,openai,,0.6396396160125732,,,image_caption_selection,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,sugar_crepe/swap_att,openai,,0.6396396160125732,,,image_caption_selection,ViT-B-32 openai,
en,,ViT-L-14-336,,sugar_crepe/swap_att,openai,,0.6216216087341309,,,image_caption_selection,ViT-L-14-336 openai,
en,,ViT-L-14,,sugar_crepe/swap_att,openai,,0.6261261105537415,,,image_caption_selection,ViT-L-14 openai,
en,,RN101-quickgelu,,sugar_crepe/swap_att,yfcc15m,,0.6066066026687622,,,image_caption_selection,RN101-quickgelu yfcc15m,
en,,RN101,,sugar_crepe/swap_att,yfcc15m,,0.6036036014556885,,,image_caption_selection,RN101 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/swap_att,yfcc15m,,0.5915915966033936,,,image_caption_selection,RN50-quickgelu yfcc15m,
en,,RN50,,sugar_crepe/swap_att,yfcc15m,,0.5735735893249512,,,image_caption_selection,RN50 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/swap_obj,cc12m,,0.6666666865348816,,,image_caption_selection,RN50-quickgelu cc12m,
en,,RN50,,sugar_crepe/swap_obj,cc12m,,0.6747967600822449,,,image_caption_selection,RN50 cc12m,
en,,ViT-B-16,,sugar_crepe/swap_obj,commonpool_l_basic_s1b_b8k,,0.5609756112098694,,,image_caption_selection,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_obj,commonpool_l_clip_s1b_b8k,,0.5934959053993225,,,image_caption_selection,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_obj,commonpool_l_image_s1b_b8k,,0.565040647983551,,,image_caption_selection,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_obj,commonpool_l_laion_s1b_b8k,,0.6056910753250122,,,image_caption_selection,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_obj,commonpool_l_s1b_b8k,,0.6097561120986938,,,image_caption_selection,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,sugar_crepe/swap_obj,commonpool_l_text_s1b_b8k,,0.5569105744361877,,,image_caption_selection,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_m_basic_s128m_b4k,,0.6178861856460571,,,image_caption_selection,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_m_clip_s128m_b4k,,0.5609756112098694,,,image_caption_selection,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_m_image_s128m_b4k,,0.5813007950782776,,,image_caption_selection,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_m_laion_s128m_b4k,,0.5487805008888245,,,image_caption_selection,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_m_s128m_b4k,,0.5406504273414612,,,image_caption_selection,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_m_text_s128m_b4k,,0.6016260385513306,,,image_caption_selection,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_s_basic_s13m_b4k,,0.5487805008888245,,,image_caption_selection,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_s_clip_s13m_b4k,,0.565040647983551,,,image_caption_selection,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_s_image_s13m_b4k,,0.4918699264526367,,,image_caption_selection,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_s_laion_s13m_b4k,,0.5528455376625061,,,image_caption_selection,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_s_s13m_b4k,,0.5406504273414612,,,image_caption_selection,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,commonpool_s_text_s13m_b4k,,0.5121951103210449,,,image_caption_selection,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/swap_obj,commonpool_xl_clip_s13b_b90k,,0.6341463327407837,,,image_caption_selection,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/swap_obj,commonpool_xl_laion_s13b_b90k,,0.6626016497612,,,image_caption_selection,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,sugar_crepe/swap_obj,commonpool_xl_s13b_b90k,,0.5853658318519592,,,image_caption_selection,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,sugar_crepe/swap_obj,datacomp_l_s1b_b8k,,0.5609756112098694,,,image_caption_selection,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,sugar_crepe/swap_obj,datacomp_m_s128m_b4k,,0.577235758304596,,,image_caption_selection,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,sugar_crepe/swap_obj,datacomp_s_s13m_b4k,,0.4918699264526367,,,image_caption_selection,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,sugar_crepe/swap_obj,datacomp_xl_s13b_b90k,,0.6504064798355103,,,image_caption_selection,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,sugar_crepe/swap_obj,frozen_laion5b_s13b_b90k,,0.6382113695144653,,,image_caption_selection,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,sugar_crepe/swap_obj,laion2b_e16,,0.6260162591934204,,,image_caption_selection,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,sugar_crepe/swap_obj,laion2b_s12b_b32k,,0.6260162591934204,,,image_caption_selection,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,sugar_crepe/swap_obj,laion2b_s12b_b42k,,0.630081295967102,,,image_caption_selection,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,sugar_crepe/swap_obj,laion2b_s13b_b82k_augreg,,0.6341463327407837,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,sugar_crepe/swap_obj,laion2b_s13b_b82k,,0.6463414430618286,,,image_caption_selection,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/swap_obj,laion2b_s13b_b90k,,0.6666666865348816,,,image_caption_selection,coca_ViT-B-32 laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/swap_obj,laion2b_s13b_b90k,,0.630081295967102,,,image_caption_selection,coca_ViT-L-14 laion2b_s13b_b90k,
en,,convnext_large_d,,sugar_crepe/swap_obj,laion2b_s26b_b102k_augreg,,0.6788617968559265,,,image_caption_selection,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,sugar_crepe/swap_obj,laion2b_s29b_b131k_ft,,0.642276406288147,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,sugar_crepe/swap_obj,laion2b_s29b_b131k_ft_soup,,0.6504064798355103,,,image_caption_selection,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,sugar_crepe/swap_obj,laion2b_s32b_b79k,,0.6747967600822449,,,image_caption_selection,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,sugar_crepe/swap_obj,laion2b_s32b_b82k,,0.6219512224197388,,,image_caption_selection,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,sugar_crepe/swap_obj,laion2b_s34b_b79k,,0.6016260385513306,,,image_caption_selection,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,sugar_crepe/swap_obj,laion2b_s34b_b82k_augreg,,0.630081295967102,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,sugar_crepe/swap_obj,laion2b_s34b_b82k_augreg_rewind,,0.6260162591934204,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,sugar_crepe/swap_obj,laion2b_s34b_b82k_augreg_soup,,0.6260162591934204,,,image_caption_selection,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,sugar_crepe/swap_obj,laion2b_s34b_b88k,,0.6504064798355103,,,image_caption_selection,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,sugar_crepe/swap_obj,laion2b_s34b_b88k,,0.642276406288147,,,image_caption_selection,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,sugar_crepe/swap_obj,laion2b_s39b_b160k,,0.6219512224197388,,,image_caption_selection,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,sugar_crepe/swap_obj,laion400m_e31,,0.6138211488723755,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,sugar_crepe/swap_obj,laion400m_e31,,0.6666666865348816,,,image_caption_selection,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,sugar_crepe/swap_obj,laion400m_e31,,0.6178861856460571,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,sugar_crepe/swap_obj,laion400m_e31,,0.6666666865348816,,,image_caption_selection,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,sugar_crepe/swap_obj,laion400m_e31,,0.6382113695144653,,,image_caption_selection,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,sugar_crepe/swap_obj,laion400m_e32,,0.6219512224197388,,,image_caption_selection,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,sugar_crepe/swap_obj,laion400m_e32,,0.6544715166091919,,,image_caption_selection,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,sugar_crepe/swap_obj,laion400m_e32,,0.6056910753250122,,,image_caption_selection,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,sugar_crepe/swap_obj,laion400m_e32,,0.6666666865348816,,,image_caption_selection,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,sugar_crepe/swap_obj,laion400m_e32,,0.6260162591934204,,,image_caption_selection,ViT-L-14 laion400m_e32,
en,,convnext_base,,sugar_crepe/swap_obj,laion400m_s13b_b51k,,0.6178861856460571,,,image_caption_selection,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,sugar_crepe/swap_obj,laion5b_s13b_b90k,,0.6341463327407837,,,image_caption_selection,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,sugar_crepe/swap_obj,laion_aesthetic_s13b_b82k_augreg,,0.6219512224197388,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,sugar_crepe/swap_obj,laion_aesthetic_s13b_b82k,,0.6991869807243347,,,image_caption_selection,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,sugar_crepe/swap_obj,laion_aesthetic_s13b_b82k,,0.6544715166091919,,,image_caption_selection,convnext_base_w laion_aesthetic_s13b_b82k,
en,,coca_ViT-B-32,,sugar_crepe/swap_obj,mscoco_finetuned_laion2b_s13b_b90k,,0.5,,,image_caption_selection,coca_ViT-B-32 mscoco_finetuned_laion2b_s13b_b90k,
en,,coca_ViT-L-14,,sugar_crepe/swap_obj,mscoco_finetuned_laion2b_s13b_b90k,,0.6910569071769714,,,image_caption_selection,coca_ViT-L-14 mscoco_finetuned_laion2b_s13b_b90k,
en,,RN101-quickgelu,,sugar_crepe/swap_obj,openai,,0.565040647983551,,,image_caption_selection,RN101-quickgelu openai,
en,,RN101,,sugar_crepe/swap_obj,openai,,0.565040647983551,,,image_caption_selection,RN101 openai,
en,,RN50-quickgelu,,sugar_crepe/swap_obj,openai,,0.6178861856460571,,,image_caption_selection,RN50-quickgelu openai,
en,,RN50,,sugar_crepe/swap_obj,openai,,0.6178861856460571,,,image_caption_selection,RN50 openai,
en,,RN50x16,,sugar_crepe/swap_obj,openai,,0.6341463327407837,,,image_caption_selection,RN50x16 openai,
en,,RN50x4,,sugar_crepe/swap_obj,openai,,0.6544715166091919,,,image_caption_selection,RN50x4 openai,
en,,RN50x64,,sugar_crepe/swap_obj,openai,,0.6178861856460571,,,image_caption_selection,RN50x64 openai,
en,,ViT-B-16,,sugar_crepe/swap_obj,openai,,0.5975610017776489,,,image_caption_selection,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,sugar_crepe/swap_obj,openai,,0.6138211488723755,,,image_caption_selection,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,sugar_crepe/swap_obj,openai,,0.6138211488723755,,,image_caption_selection,ViT-B-32 openai,
en,,ViT-L-14-336,,sugar_crepe/swap_obj,openai,,0.642276406288147,,,image_caption_selection,ViT-L-14-336 openai,
en,,ViT-L-14,,sugar_crepe/swap_obj,openai,,0.6016260385513306,,,image_caption_selection,ViT-L-14 openai,
en,,RN101-quickgelu,,sugar_crepe/swap_obj,yfcc15m,,0.6219512224197388,,,image_caption_selection,RN101-quickgelu yfcc15m,
en,,RN101,,sugar_crepe/swap_obj,yfcc15m,,0.6341463327407837,,,image_caption_selection,RN101 yfcc15m,
en,,RN50-quickgelu,,sugar_crepe/swap_obj,yfcc15m,,0.6341463327407837,,,image_caption_selection,RN50-quickgelu yfcc15m,
en,,RN50,,sugar_crepe/swap_obj,yfcc15m,,0.6056910753250122,,,image_caption_selection,RN50 yfcc15m,
en,0.44157456277470253,RN50-quickgelu,0.4296437511011643,sun397,cc12m,,,,0.7753094139066149,zeroshot_classification,RN50-quickgelu cc12m,
en,0.4407929823270868,RN50,0.41051189754013984,sun397,cc12m,,,,0.7753002188425253,zeroshot_classification,RN50 cc12m,
en,0.5974125089651875,ViT-B-16,0.5810255191649172,sun397,commonpool_l_basic_s1b_b8k,,,,0.8932269157916031,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.6296779888555823,ViT-B-16,0.6170928961887773,sun397,commonpool_l_clip_s1b_b8k,,,,0.9109366092281663,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.6334847453886754,ViT-B-16,0.613004691634266,sun397,commonpool_l_image_s1b_b8k,,,,0.9138514445445685,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.627747025396767,ViT-B-16,0.6092608234437162,sun397,commonpool_l_laion_s1b_b8k,,,,0.9106331721132096,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.5710962355407617,ViT-B-16,0.5400887812835719,sun397,commonpool_l_s1b_b8k,,,,0.880050388951211,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.6088419736285562,ViT-B-16,0.5962437808592332,sun397,commonpool_l_text_s1b_b8k,,,,0.9019714217408096,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.3490078525847325,ViT-B-32,0.3034331693652177,sun397,commonpool_m_basic_s128m_b4k,,,,0.6568953785607886,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.3875167809919635,ViT-B-32,0.3442608838759336,sun397,commonpool_m_clip_s128m_b4k,,,,0.7111094764330508,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.37043235191349283,ViT-B-32,0.33388341948027006,sun397,commonpool_m_image_s128m_b4k,,,,0.6955974033139011,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.3326130533129816,ViT-B-32,0.298049643441832,sun397,commonpool_m_laion_s128m_b4k,,,,0.6484910899828972,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.3067197528366773,ViT-B-32,0.2618964273865552,sun397,commonpool_m_s128m_b4k,,,,0.6186531070121559,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.3535410191809037,ViT-B-32,0.30639905378436805,sun397,commonpool_m_text_s128m_b4k,,,,0.6622744910532027,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.08791400776063409,ViT-B-32,0.0680267871142443,sun397,commonpool_s_basic_s13m_b4k,,,,0.2449748974750354,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.11275907093072439,ViT-B-32,0.08457637826915858,sun397,commonpool_s_clip_s13m_b4k,,,,0.2893502767714291,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.07245710502602203,ViT-B-32,0.05946405033894656,sun397,commonpool_s_image_s13m_b4k,,,,0.21742648546260368,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.06591941445831878,ViT-B-32,0.04948017746746372,sun397,commonpool_s_laion_s13m_b4k,,,,0.20161097522849733,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.07659488386634054,ViT-B-32,0.04993417395010268,sun397,commonpool_s_s13m_b4k,,,,0.2012247825367343,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.10513636280044872,ViT-B-32,0.08079364098439387,sun397,commonpool_s_text_s13m_b4k,,,,0.27239457859021277,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.7350258381300918,ViT-L-14,0.7303235603824826,sun397,commonpool_xl_clip_s13b_b90k,,,,0.9542545561542564,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.732809827684499,ViT-L-14,0.730903415260727,sun397,commonpool_xl_laion_s13b_b90k,,,,0.9559648380749214,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.7101899700240911,ViT-L-14,0.7093110691161468,sun397,commonpool_xl_s13b_b90k,,,,0.9489306140463799,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.6431027824263935,ViT-B-16,0.6320726746726341,sun397,datacomp_l_s1b_b8k,,,,0.9190742409474594,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.36372915019217683,ViT-B-32,0.3323260924961086,sun397,datacomp_m_s128m_b4k,,,,0.6786692903249536,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.07245710502602203,ViT-B-32,0.05946405033894656,sun397,datacomp_s_s13m_b4k,,,,0.21742648546260368,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.7429152031189658,ViT-L-14,0.7411242454530987,sun397,datacomp_xl_s13b_b90k,,,,0.9583923349945749,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.7542894973977968,xlm-roberta-large-ViT-H-14,0.7551361329322255,sun397,frozen_laion5b_s13b_b90k,,,,0.9625944792835206,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.6847380326240874,ViT-B-32,0.6791509593105038,sun397,laion2b_e16,,,,0.9327840815050481,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.6610055722088383,roberta-ViT-B-32,0.663495537319839,sun397,laion2b_s12b_b32k,,,,0.927542894973978,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.7541147911800945,ViT-g-14,0.7529761454753456,sun397,laion2b_s12b_b42k,,,,0.9617393383231881,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.711330157971201,convnext_base_w,0.7142860473834508,sun397,laion2b_s13b_b82k_augreg,,,,0.948038692829689,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.7126358570719238,convnext_base_w,0.7105641184273461,sun397,laion2b_s13b_b82k,,,,0.948176618791033,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.6745131213564558,coca_ViT-B-32,0.663977187549089,sun397,laion2b_s13b_b90k,,,,0.9299336116372731,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.7279456387811023,convnext_large_d,0.7297479800333804,sun397,laion2b_s26b_b102k_augreg,,,,0.9545396031410339,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.73347187229895,convnext_large_d_320,0.7353688568398353,sun397,laion2b_s29b_b131k_ft,,,,0.9566084925611932,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.7376924067160748,convnext_large_d_320,0.7395221362286084,sun397,laion2b_s29b_b131k_ft_soup,,,,0.9590911598653843,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.7528918476561781,ViT-H-14,0.7514570338260392,sun397,laion2b_s32b_b79k,,,,0.9610497085164683,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.7434944921566103,ViT-L-14,0.7360813233470741,sun397,laion2b_s32b_b82k,,,,0.9582176287768726,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.6849587141622377,ViT-B-32,0.6846064004194813,sun397,laion2b_s34b_b79k,,,,0.9367839343840226,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.7434944921566103,convnext_xxlarge,0.7443867091581473,sun397,laion2b_s34b_b82k_augreg,,,,0.95964286371076,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.7460599150376078,convnext_xxlarge,0.7511275357390504,sun397,laion2b_s34b_b82k_augreg_rewind,,,,0.9618588741563528,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.7458208433712783,convnext_xxlarge,0.7504184569773613,sun397,laion2b_s34b_b82k_augreg_soup,,,,0.9611600492855435,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.7083785423984406,ViT-B-16,0.7016714704556617,sun397,laion2b_s34b_b88k,,,,0.9461996800117697,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.7410486051087776,ViT-g-14,0.742970932446815,sun397,laion2b_s34b_b88k,,,,0.9548614303841698,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.7453610901667984,ViT-bigG-14,0.7482207316139486,sun397,laion2b_s39b_b160k,,,,0.9577302903801239,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.6992110635011126,ViT-B-16-plus-240,0.6859211918610011,sun397,laion400m_e31,,,,0.9401401327767255,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.6958180848520514,ViT-B-16,0.6810149902351372,sun397,laion400m_e31,,,,0.9395148684186329,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.6700443202089118,ViT-B-32-quickgelu,0.6613857403990525,sun397,laion400m_e31,,,,0.9271750924103941,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.6505323942107877,ViT-B-32,0.6383640766323266,sun397,laion400m_e31,,,,0.9175662504367655,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.7245894403883995,ViT-L-14,0.7121415791757555,sun397,laion400m_e31,,,,0.9500064365448627,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.6989627967706935,ViT-B-16-plus-240,0.6857121895902242,sun397,laion400m_e32,,,,0.9400481821358295,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.6965536899792192,ViT-B-16,0.681111453024252,sun397,laion400m_e32,,,,0.9390918954705114,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.6699523695680158,ViT-B-32-quickgelu,0.6612439316695508,sun397,laion400m_e32,,,,0.9270555565772294,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.6506795152362213,ViT-B-32,0.6384611315727903,sun397,laion400m_e32,,,,0.9175294701804072,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.7261709914118102,ViT-L-14,0.7131442316415361,sun397,laion400m_e32,,,,0.9501443625062067,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.6844805708295787,convnext_base,0.666997851910207,sun397,laion400m_s13b_b51k,,,,0.9361402798977508,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.6778693197491586,xlm-roberta-base-ViT-B-32,0.6774887363095564,sun397,laion5b_s13b_b90k,,,,0.935910403295511,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.7037074498409254,convnext_base_w_320,0.7093992181889829,sun397,laion_aesthetic_s13b_b82k_augreg,,,,0.9462456553322177,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.7153484009783548,convnext_base_w_320,0.7168607418939247,sun397,laion_aesthetic_s13b_b82k,,,,0.9500156316089523,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.7132795115581956,convnext_base_w,0.7156844461509019,sun397,laion_aesthetic_s13b_b82k,,,,0.9507972120565681,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.5799786674513121,RN101-quickgelu,0.5964546434481623,sun397,openai,,,,0.8877926329146514,zeroshot_classification,RN101-quickgelu openai,
en,0.5799786674513121,RN101,0.5964546434481623,sun397,openai,,,,0.8877926329146514,zeroshot_classification,RN101 openai,
en,0.5969159755043493,RN50-quickgelu,0.599217582064982,sun397,openai,,,,0.8934384022656638,zeroshot_classification,RN50-quickgelu openai,
en,0.5969159755043493,RN50,0.599217582064982,sun397,openai,,,,0.8934384022656638,zeroshot_classification,RN50 openai,
en,0.6381190576898321,RN50x16,0.6546460655986063,sun397,openai,,,,0.9170421317836586,zeroshot_classification,RN50x16 openai,
en,0.6095683836916344,RN50x4,0.6276822580586988,sun397,openai,,,,0.9085091123085128,zeroshot_classification,RN50x4 openai,
en,0.6650054250878129,RN50x64,0.6756850858181326,sun397,openai,,,,0.9315059675965941,zeroshot_classification,RN50x64 openai,
en,0.6429188811446016,ViT-B-16,0.6546940453685772,sun397,openai,,,,0.923690163120437,zeroshot_classification,ViT-B-16 openai,
en,0.6231035180315206,ViT-B-32-quickgelu,0.6342673443025192,sun397,openai,,,,0.9126560862129209,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.6231127130956102,ViT-B-32,0.634475350505675,sun397,openai,,,,0.9126928664692793,zeroshot_classification,ViT-B-32 openai,
en,0.6843334498041451,ViT-L-14-336,0.6917276901931854,sun397,openai,,,,0.9396160141236184,zeroshot_classification,ViT-L-14-336 openai,
en,0.6744947312282766,ViT-L-14,0.6828328994283885,sun397,openai,,,,0.9367103738713058,zeroshot_classification,ViT-L-14 openai,
en,0.4080953344244809,RN101-quickgelu,0.3809275524245633,sun397,yfcc15m,,,,0.7252055096824025,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.42279824190374604,RN101,0.38418131506563247,sun397,yfcc15m,,,,0.7404785111352226,zeroshot_classification,RN101 yfcc15m,
en,0.39301542931754235,RN50-quickgelu,0.366856501471523,sun397,yfcc15m,,,,0.7087279548338452,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.40050940655056366,RN50,0.3618403570938624,sun397,yfcc15m,,,,0.7050867094543649,zeroshot_classification,RN50 yfcc15m,
en,0.43696581196581197,RN50-quickgelu,0.5205224154448711,voc2007,cc12m,,,,0.7209535256410257,zeroshot_classification,RN50-quickgelu cc12m,
en,0.4658787393162393,RN50,0.5128458071778796,voc2007,cc12m,,,,0.7339075854700855,zeroshot_classification,RN50 cc12m,
en,0.7150106837606838,ViT-B-16,0.7307577715089006,voc2007,commonpool_l_basic_s1b_b8k,,,,0.9337606837606838,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.7823183760683761,ViT-B-16,0.8126008829789928,voc2007,commonpool_l_clip_s1b_b8k,,,,0.9603365384615384,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.7844551282051282,ViT-B-16,0.8008027031895633,voc2007,commonpool_l_image_s1b_b8k,,,,0.9596020299145299,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.7686298076923077,ViT-B-16,0.8078130190720113,voc2007,commonpool_l_laion_s1b_b8k,,,,0.9508547008547008,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.7092013888888888,ViT-B-16,0.7889760160969358,voc2007,commonpool_l_s1b_b8k,,,,0.9159321581196581,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.7666933760683761,ViT-B-16,0.8078874306731766,voc2007,commonpool_l_text_s1b_b8k,,,,0.9426415598290598,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.5325854700854701,ViT-B-32,0.5776399056277286,voc2007,commonpool_m_basic_s128m_b4k,,,,0.8327991452991453,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.6073050213675214,ViT-B-32,0.6664351063091635,voc2007,commonpool_m_clip_s128m_b4k,,,,0.8997061965811965,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.6144497863247863,ViT-B-32,0.639003181683554,voc2007,commonpool_m_image_s128m_b4k,,,,0.9050480769230769,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.5302483974358975,ViT-B-32,0.6036564849282928,voc2007,commonpool_m_laion_s128m_b4k,,,,0.8497596153846154,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.5445379273504274,ViT-B-32,0.5946315976310859,voc2007,commonpool_m_s128m_b4k,,,,0.8765357905982906,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.5358573717948718,ViT-B-32,0.6272184186175844,voc2007,commonpool_m_text_s128m_b4k,,,,0.8388755341880342,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.30749198717948717,ViT-B-32,0.3143180446982724,voc2007,commonpool_s_basic_s13m_b4k,,,,0.7030582264957265,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.33814102564102566,ViT-B-32,0.35234663302349706,voc2007,commonpool_s_clip_s13m_b4k,,,,0.7100694444444444,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.2666266025641026,ViT-B-32,0.27772306303612604,voc2007,commonpool_s_image_s13m_b4k,,,,0.6846287393162394,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.30301816239316237,ViT-B-32,0.27429224339643543,voc2007,commonpool_s_laion_s13m_b4k,,,,0.6822248931623932,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.22375801282051283,ViT-B-32,0.27727346796441715,voc2007,commonpool_s_s13m_b4k,,,,0.6236645299145299,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.2940037393162393,ViT-B-32,0.32802011516999563,voc2007,commonpool_s_text_s13m_b4k,,,,0.7022569444444444,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.8337339743589743,ViT-L-14,0.868219323529611,voc2007,commonpool_xl_clip_s13b_b90k,,,,0.9774973290598291,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.8104300213675214,ViT-L-14,0.8732990023530643,voc2007,commonpool_xl_laion_s13b_b90k,,,,0.9643429487179487,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.8071581196581197,ViT-L-14,0.8787273860700326,voc2007,commonpool_xl_s13b_b90k,,,,0.9728899572649573,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.8090945512820513,ViT-B-16,0.81893553727075,voc2007,datacomp_l_s1b_b8k,,,,0.9667467948717948,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.5460069444444444,ViT-B-32,0.643023462951009,voc2007,datacomp_m_s128m_b4k,,,,0.8329994658119658,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.2666266025641026,ViT-B-32,0.27772306303612604,voc2007,datacomp_s_s13m_b4k,,,,0.6846287393162394,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.8245192307692307,ViT-L-14,0.8735241902522922,voc2007,datacomp_xl_s13b_b90k,,,,0.9817040598290598,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.796875,xlm-roberta-large-ViT-H-14,0.854937206902914,voc2007,frozen_laion5b_s13b_b90k,,,,0.9547943376068376,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.7838541666666666,ViT-B-32,0.7988005068553052,voc2007,laion2b_e16,,,,0.9566639957264957,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.7743723290598291,roberta-ViT-B-32,0.8067830927491233,voc2007,laion2b_s12b_b32k,,,,0.9545940170940171,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.8078926282051282,ViT-g-14,0.8565292264725249,voc2007,laion2b_s12b_b42k,,,,0.9641426282051282,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.7984775641025641,convnext_base_w,0.8514842689489746,voc2007,laion2b_s13b_b82k_augreg,,,,0.96875,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.8011485042735043,convnext_base_w,0.8190793568656792,voc2007,laion2b_s13b_b82k,,,,0.9651442307692307,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.7747729700854701,coca_ViT-B-32,0.7939133776785654,voc2007,laion2b_s13b_b90k,,,,0.9618723290598291,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.7854567307692307,convnext_large_d,0.8713169106303262,voc2007,laion2b_s26b_b102k_augreg,,,,0.9693509615384616,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.8014155982905983,convnext_large_d_320,0.8678009932138707,voc2007,laion2b_s29b_b131k_ft,,,,0.967948717948718,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.8132345085470085,convnext_large_d_320,0.8690853253026388,voc2007,laion2b_s29b_b131k_ft_soup,,,,0.9683493589743589,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.7787793803418803,ViT-H-14,0.8489115322634196,voc2007,laion2b_s32b_b79k,,,,0.9353632478632479,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.8060897435897436,ViT-L-14,0.8479123779829362,voc2007,laion2b_s32b_b82k,,,,0.9551282051282052,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.788528311965812,ViT-B-32,0.8057506365066104,voc2007,laion2b_s34b_b79k,,,,0.9582665598290598,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.8120325854700855,convnext_xxlarge,0.8699647572143692,voc2007,laion2b_s34b_b82k_augreg,,,,0.9740918803418803,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.8099626068376068,convnext_xxlarge,0.8695409506046051,voc2007,laion2b_s34b_b82k_augreg_rewind,,,,0.9750267094017094,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.8086939102564102,convnext_xxlarge,0.869385996260592,voc2007,laion2b_s34b_b82k_augreg_soup,,,,0.9754273504273504,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.7888621794871795,ViT-B-16,0.8251909380271114,voc2007,laion2b_s34b_b88k,,,,0.9600694444444444,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.8166399572649573,ViT-g-14,0.8429138591433094,voc2007,laion2b_s34b_b88k,,,,0.9584668803418803,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.8161057692307693,ViT-bigG-14,0.8563105080156564,voc2007,laion2b_s39b_b160k,,,,0.9588007478632479,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.7635550213675214,ViT-B-16-plus-240,0.817155978767698,voc2007,laion400m_e31,,,,0.9521233974358975,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.7672275641025641,ViT-B-16,0.8025003023972357,voc2007,laion400m_e31,,,,0.9521233974358975,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.750534188034188,ViT-B-32-quickgelu,0.7855102252086059,voc2007,laion400m_e31,,,,0.9465811965811965,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.7264957264957265,ViT-B-32,0.7582369681917895,voc2007,laion400m_e31,,,,0.9399038461538461,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.7586805555555556,ViT-L-14,0.8308628784267877,voc2007,laion400m_e31,,,,0.9503205128205128,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.7620192307692307,ViT-B-16-plus-240,0.8135908450894511,voc2007,laion400m_e32,,,,0.9522569444444444,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.7679620726495726,ViT-B-16,0.8004366815585249,voc2007,laion400m_e32,,,,0.9523904914529915,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.7540064102564102,ViT-B-32-quickgelu,0.7863855495068346,voc2007,laion400m_e32,,,,0.945846688034188,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.7284989316239316,ViT-B-32,0.760571211033335,voc2007,laion400m_e32,,,,0.9399706196581197,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.7569444444444444,ViT-L-14,0.8312363048767976,voc2007,laion400m_e32,,,,0.9471821581196581,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.7524038461538461,convnext_base,0.7877913675137442,voc2007,laion400m_s13b_b51k,,,,0.9435763888888888,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.7825186965811965,xlm-roberta-base-ViT-B-32,0.8092272176829786,voc2007,laion5b_s13b_b90k,,,,0.9561965811965812,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.7529380341880342,convnext_base_w_320,0.8062640589989899,voc2007,laion_aesthetic_s13b_b82k_augreg,,,,0.9473824786324786,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.7217548076923077,convnext_base_w_320,0.7538942766684458,voc2007,laion_aesthetic_s13b_b82k,,,,0.9247462606837606,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.7522702991452992,convnext_base_w,0.7493863188402279,voc2007,laion_aesthetic_s13b_b82k,,,,0.9435763888888888,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,,RN50-quickgelu,,voc2007_multilabel,cc12m,,,0.7180882096290588,,zeroshot_classification,RN50-quickgelu cc12m,
en,,RN50,,voc2007_multilabel,cc12m,,,0.7111793756484985,,zeroshot_classification,RN50 cc12m,
en,,ViT-B-16,,voc2007_multilabel,commonpool_l_basic_s1b_b8k,,,0.763458788394928,,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,,ViT-B-16,,voc2007_multilabel,commonpool_l_clip_s1b_b8k,,,0.7548053860664368,,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,,ViT-B-16,,voc2007_multilabel,commonpool_l_image_s1b_b8k,,,0.7929419279098511,,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,,ViT-B-16,,voc2007_multilabel,commonpool_l_laion_s1b_b8k,,,0.7624370455741882,,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,,ViT-B-16,,voc2007_multilabel,commonpool_l_s1b_b8k,,,0.7533808946609497,,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,,ViT-B-16,,voc2007_multilabel,commonpool_l_text_s1b_b8k,,,0.7912205457687378,,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_m_basic_s128m_b4k,,,0.5678054690361023,,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_m_clip_s128m_b4k,,,0.5710304975509644,,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_m_image_s128m_b4k,,,0.6230395436286926,,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_m_laion_s128m_b4k,,,0.5321947336196899,,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_m_s128m_b4k,,,0.5655529499053955,,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_m_text_s128m_b4k,,,0.5844642519950867,,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_s_basic_s13m_b4k,,,0.25927847623825073,,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_s_clip_s13m_b4k,,,0.2667973041534424,,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_s_image_s13m_b4k,,,0.2222512662410736,,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_s_laion_s13m_b4k,,,0.2194858342409134,,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_s_s13m_b4k,,,0.19707268476486206,,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,,ViT-B-32,,voc2007_multilabel,commonpool_s_text_s13m_b4k,,,0.2621396481990814,,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,,ViT-L-14,,voc2007_multilabel,commonpool_xl_clip_s13b_b90k,,,0.8174642324447632,,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,,ViT-L-14,,voc2007_multilabel,commonpool_xl_laion_s13b_b90k,,,0.826854407787323,,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,,ViT-L-14,,voc2007_multilabel,commonpool_xl_s13b_b90k,,,0.80884850025177,,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,,ViT-B-16,,voc2007_multilabel,datacomp_l_s1b_b8k,,,0.7751333117485046,,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,,ViT-B-32,,voc2007_multilabel,datacomp_m_s128m_b4k,,,0.5591660141944885,,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,,ViT-B-32,,voc2007_multilabel,datacomp_s_s13m_b4k,,,0.2222512662410736,,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,,ViT-L-14,,voc2007_multilabel,datacomp_xl_s13b_b90k,,,0.8181297183036804,,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,,xlm-roberta-large-ViT-H-14,,voc2007_multilabel,frozen_laion5b_s13b_b90k,,,0.8396788835525513,,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,,ViT-B-32,,voc2007_multilabel,laion2b_e16,,,0.7924564480781555,,zeroshot_classification,ViT-B-32 laion2b_e16,
en,,roberta-ViT-B-32,,voc2007_multilabel,laion2b_s12b_b32k,,,0.7618857622146606,,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,,ViT-g-14,,voc2007_multilabel,laion2b_s12b_b42k,,,0.8052580952644348,,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,,convnext_base_w,,voc2007_multilabel,laion2b_s13b_b82k_augreg,,,0.804163932800293,,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,,convnext_base_w,,voc2007_multilabel,laion2b_s13b_b82k,,,0.7845486998558044,,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,,coca_ViT-B-32,,voc2007_multilabel,laion2b_s13b_b90k,,,0.7542098164558411,,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,,convnext_large_d,,voc2007_multilabel,laion2b_s26b_b102k_augreg,,,0.8102792501449585,,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,,convnext_large_d_320,,voc2007_multilabel,laion2b_s29b_b131k_ft,,,0.8210436105728149,,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,,convnext_large_d_320,,voc2007_multilabel,laion2b_s29b_b131k_ft_soup,,,0.8253375887870789,,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,,ViT-H-14,,voc2007_multilabel,laion2b_s32b_b79k,,,0.8045870661735535,,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,,ViT-L-14,,voc2007_multilabel,laion2b_s32b_b82k,,,0.8204506039619446,,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,,ViT-B-32,,voc2007_multilabel,laion2b_s34b_b79k,,,0.7934879064559937,,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,,convnext_xxlarge,,voc2007_multilabel,laion2b_s34b_b82k_augreg,,,0.8120819926261902,,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,,convnext_xxlarge,,voc2007_multilabel,laion2b_s34b_b82k_augreg_rewind,,,0.8151295781135559,,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,,convnext_xxlarge,,voc2007_multilabel,laion2b_s34b_b82k_augreg_soup,,,0.8150005340576172,,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,,ViT-B-16,,voc2007_multilabel,laion2b_s34b_b88k,,,0.8091281652450562,,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,,ViT-g-14,,voc2007_multilabel,laion2b_s34b_b88k,,,0.8094829320907593,,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,,ViT-bigG-14,,voc2007_multilabel,laion2b_s39b_b160k,,,0.8130691647529602,,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,,ViT-B-16-plus-240,,voc2007_multilabel,laion400m_e31,,,0.7845508456230164,,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,,ViT-B-16,,voc2007_multilabel,laion400m_e31,,,0.7836686372756958,,zeroshot_classification,ViT-B-16 laion400m_e31,
en,,ViT-B-32-quickgelu,,voc2007_multilabel,laion400m_e31,,,0.7645490169525146,,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,,ViT-B-32,,voc2007_multilabel,laion400m_e31,,,0.7599166035652161,,zeroshot_classification,ViT-B-32 laion400m_e31,
en,,ViT-L-14,,voc2007_multilabel,laion400m_e31,,,0.7853398323059082,,zeroshot_classification,ViT-L-14 laion400m_e31,
en,,ViT-B-16-plus-240,,voc2007_multilabel,laion400m_e32,,,0.7856467962265015,,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,,ViT-B-16,,voc2007_multilabel,laion400m_e32,,,0.7851685285568237,,zeroshot_classification,ViT-B-16 laion400m_e32,
en,,ViT-B-32-quickgelu,,voc2007_multilabel,laion400m_e32,,,0.762459397315979,,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,,ViT-B-32,,voc2007_multilabel,laion400m_e32,,,0.7581098079681396,,zeroshot_classification,ViT-B-32 laion400m_e32,
en,,ViT-L-14,,voc2007_multilabel,laion400m_e32,,,0.7853611707687378,,zeroshot_classification,ViT-L-14 laion400m_e32,
en,,convnext_base,,voc2007_multilabel,laion400m_s13b_b51k,,,0.7788568735122681,,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,,xlm-roberta-base-ViT-B-32,,voc2007_multilabel,laion5b_s13b_b90k,,,0.7913042306900024,,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,,convnext_base_w_320,,voc2007_multilabel,laion_aesthetic_s13b_b82k_augreg,,,0.754736065864563,,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,,convnext_base_w_320,,voc2007_multilabel,laion_aesthetic_s13b_b82k,,,0.7975738048553467,,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,,convnext_base_w,,voc2007_multilabel,laion_aesthetic_s13b_b82k,,,0.793073832988739,,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,,RN101-quickgelu,,voc2007_multilabel,openai,,,0.7570374608039856,,zeroshot_classification,RN101-quickgelu openai,
en,,RN101,,voc2007_multilabel,openai,,,0.7570374608039856,,zeroshot_classification,RN101 openai,
en,,RN50-quickgelu,,voc2007_multilabel,openai,,,0.7503958344459534,,zeroshot_classification,RN50-quickgelu openai,
en,,RN50,,voc2007_multilabel,openai,,,0.7503958344459534,,zeroshot_classification,RN50 openai,
en,,RN50x16,,voc2007_multilabel,openai,,,0.778910756111145,,zeroshot_classification,RN50x16 openai,
en,,RN50x4,,voc2007_multilabel,openai,,,0.783678412437439,,zeroshot_classification,RN50x4 openai,
en,,RN50x64,,voc2007_multilabel,openai,,,0.7967488169670105,,zeroshot_classification,RN50x64 openai,
en,,ViT-B-16,,voc2007_multilabel,openai,,,0.7906963229179382,,zeroshot_classification,ViT-B-16 openai,
en,,ViT-B-32-quickgelu,,voc2007_multilabel,openai,,,0.7562698125839233,,zeroshot_classification,ViT-B-32-quickgelu openai,
en,,ViT-B-32,,voc2007_multilabel,openai,,,0.756301999092102,,zeroshot_classification,ViT-B-32 openai,
en,,ViT-L-14-336,,voc2007_multilabel,openai,,,0.7988450527191162,,zeroshot_classification,ViT-L-14-336 openai,
en,,ViT-L-14,,voc2007_multilabel,openai,,,0.7894388437271118,,zeroshot_classification,ViT-L-14 openai,
en,,RN101-quickgelu,,voc2007_multilabel,yfcc15m,,,0.6190326809883118,,zeroshot_classification,RN101-quickgelu yfcc15m,
en,,RN101,,voc2007_multilabel,yfcc15m,,,0.6494233012199402,,zeroshot_classification,RN101 yfcc15m,
en,,RN50-quickgelu,,voc2007_multilabel,yfcc15m,,,0.6243835091590881,,zeroshot_classification,RN50-quickgelu yfcc15m,
en,,RN50,,voc2007_multilabel,yfcc15m,,,0.6324111819267273,,zeroshot_classification,RN50 yfcc15m,
en,0.6468349358974359,RN101-quickgelu,0.7590503010144977,voc2007,openai,,,,0.9142628205128205,zeroshot_classification,RN101-quickgelu openai,
en,0.6468349358974359,RN101,0.7590503010144977,voc2007,openai,,,,0.9142628205128205,zeroshot_classification,RN101 openai,
en,0.6432291666666666,RN50-quickgelu,0.7266138411324412,voc2007,openai,,,,0.9143963675213675,zeroshot_classification,RN50-quickgelu openai,
en,0.6432291666666666,RN50,0.7266138411324412,voc2007,openai,,,,0.9143963675213675,zeroshot_classification,RN50 openai,
en,0.6695379273504274,RN50x16,0.7791310082569798,voc2007,openai,,,,0.9191372863247863,zeroshot_classification,RN50x16 openai,
en,0.6734107905982906,RN50x4,0.7482013086719995,voc2007,openai,,,,0.9305555555555556,zeroshot_classification,RN50x4 openai,
en,0.7334401709401709,RN50x64,0.8063739647837298,voc2007,openai,,,,0.9230769230769231,zeroshot_classification,RN50x64 openai,
en,0.7774439102564102,ViT-B-16,0.8295927172745186,voc2007,openai,,,,0.9586004273504274,zeroshot_classification,ViT-B-16 openai,
en,0.757278311965812,ViT-B-32-quickgelu,0.8036927097111356,voc2007,openai,,,,0.9581330128205128,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.7570779914529915,ViT-B-32,0.8035087422288013,voc2007,openai,,,,0.9577991452991453,zeroshot_classification,ViT-B-32 openai,
en,0.7720352564102564,ViT-L-14-336,0.8586249524827266,voc2007,openai,,,,0.9666800213675214,zeroshot_classification,ViT-L-14-336 openai,
en,0.7745058760683761,ViT-L-14,0.8601749962352508,voc2007,openai,,,,0.9680822649572649,zeroshot_classification,ViT-L-14 openai,
en,0.4563301282051282,RN101-quickgelu,0.554502210912964,voc2007,yfcc15m,,,,0.7356436965811965,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.48504273504273504,RN101,0.5654912702637958,voc2007,yfcc15m,,,,0.7644898504273504,zeroshot_classification,RN101 yfcc15m,
en,0.38661858974358976,RN50-quickgelu,0.5032500255297649,voc2007,yfcc15m,,,,0.6606570512820513,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.398571047008547,RN50,0.5101430961035287,voc2007,yfcc15m,,,,0.6569845085470085,zeroshot_classification,RN50 yfcc15m,
en,0.6839769926047659,RN50-quickgelu,0.6559300536890836,vtab/caltech101,cc12m,,,,0.8785538208709942,zeroshot_classification,RN50-quickgelu cc12m,
en,0.6693508627773213,RN50,0.6417448778644711,vtab/caltech101,cc12m,,,,0.8732949876746097,zeroshot_classification,RN50 cc12m,
en,0.8165981922760888,ViT-B-16,0.8450740254931902,vtab/caltech101,commonpool_l_basic_s1b_b8k,,,,0.9291700903861956,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.8353327855382087,ViT-B-16,0.8851052280071127,vtab/caltech101,commonpool_l_clip_s1b_b8k,,,,0.9433032046014791,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.8297452752670501,ViT-B-16,0.8844013176813615,vtab/caltech101,commonpool_l_image_s1b_b8k,,,,0.9433032046014791,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.8277732128184059,ViT-B-16,0.8771951881323645,vtab/caltech101,commonpool_l_laion_s1b_b8k,,,,0.9393590797041906,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.7820870994248151,ViT-B-16,0.809028888708929,vtab/caltech101,commonpool_l_s1b_b8k,,,,0.9306491372226787,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.8266228430566968,ViT-B-16,0.8724519073437956,vtab/caltech101,commonpool_l_text_s1b_b8k,,,,0.9396877567789647,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.7013968775677897,ViT-B-32,0.6149393880323031,vtab/caltech101,commonpool_m_basic_s128m_b4k,,,,0.8788824979457683,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.714543960558751,ViT-B-32,0.6687202269135291,vtab/caltech101,commonpool_m_clip_s128m_b4k,,,,0.9058340180772391,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.7094494658997534,ViT-B-32,0.665474318615863,vtab/caltech101,commonpool_m_image_s128m_b4k,,,,0.9004108463434676,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.695809367296631,ViT-B-32,0.6304134936040211,vtab/caltech101,commonpool_m_laion_s128m_b4k,,,,0.8931799506984388,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.6345110928512736,ViT-B-32,0.5241917541385354,vtab/caltech101,commonpool_m_s128m_b4k,,,,0.8461791290057519,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.7013968775677897,ViT-B-32,0.6640199313712173,vtab/caltech101,commonpool_m_text_s128m_b4k,,,,0.8966310599835662,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.22070665571076417,ViT-B-32,0.18026729543207684,vtab/caltech101,commonpool_s_basic_s13m_b4k,,,,0.514708299096138,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.23319638455217748,ViT-B-32,0.24830466190709388,vtab/caltech101,commonpool_s_clip_s13m_b4k,,,,0.5378800328677075,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.2305669679539852,ViT-B-32,0.2233611684550903,vtab/caltech101,commonpool_s_image_s13m_b4k,,,,0.47855382087099424,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.13574363188167626,ViT-B-32,0.15455441697562172,vtab/caltech101,commonpool_s_laion_s13m_b4k,,,,0.3774856203779786,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.14248151191454397,ViT-B-32,0.15645040909927108,vtab/caltech101,commonpool_s_s13m_b4k,,,,0.4488085456039441,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.21265406737880033,ViT-B-32,0.2230868544590389,vtab/caltech101,commonpool_s_text_s13m_b4k,,,,0.5084634346754314,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.8501232539030402,ViT-L-14,0.9501671721963231,vtab/caltech101,commonpool_xl_clip_s13b_b90k,,,,0.9541495480690222,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.8458504519309779,ViT-L-14,0.9352207676269985,vtab/caltech101,commonpool_xl_laion_s13b_b90k,,,,0.9577649958915365,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.8529170090386196,ViT-L-14,0.9327719283436852,vtab/caltech101,commonpool_xl_s13b_b90k,,,,0.9485620377978636,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.8363188167625308,ViT-B-16,0.8969269363444206,vtab/caltech101,datacomp_l_s1b_b8k,,,,0.9393590797041906,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.7372226787181594,ViT-B-32,0.7140756302435334,vtab/caltech101,datacomp_m_s128m_b4k,,,,0.9125718981101069,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.2305669679539852,ViT-B-32,0.2233611684550903,vtab/caltech101,datacomp_s_s13m_b4k,,,,0.47855382087099424,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.8553820870994249,ViT-L-14,0.9464035944571937,vtab/caltech101,datacomp_xl_s13b_b90k,,,,0.9533278553820871,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.8507806080525884,xlm-roberta-large-ViT-H-14,0.9422539007860662,vtab/caltech101,frozen_laion5b_s13b_b90k,,,,0.9451109285127363,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.8310599835661463,ViT-B-32,0.9107211231647407,vtab/caltech101,laion2b_e16,,,,0.9516844700082169,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.8266228430566968,roberta-ViT-B-32,0.9039629263424908,vtab/caltech101,laion2b_s12b_b32k,,,,0.942974527526705,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.8501232539030402,ViT-g-14,0.9411700680233517,vtab/caltech101,laion2b_s12b_b42k,,,,0.961709120788825,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.8392769104354971,convnext_base_w,0.9256239986924004,vtab/caltech101,laion2b_s13b_b82k_augreg,,,,0.9492193919474117,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.8409202958093673,convnext_base_w,0.9223447127162652,vtab/caltech101,laion2b_s13b_b82k,,,,0.9584223500410847,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.8310599835661463,coca_ViT-B-32,0.9103352668124448,vtab/caltech101,laion2b_s13b_b90k,,,,0.9533278553820871,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.8438783894823336,convnext_large_d,0.9367729207354921,vtab/caltech101,laion2b_s26b_b102k_augreg,,,,0.9464256368118323,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.8445357436318817,convnext_large_d_320,0.9336898016192501,vtab/caltech101,laion2b_s29b_b131k_ft,,,,0.9503697617091208,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.847000821692687,convnext_large_d_320,0.9349787756861434,vtab/caltech101,laion2b_s29b_b131k_ft_soup,,,,0.9511914543960559,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.8499589153656533,ViT-H-14,0.9412433706703516,vtab/caltech101,laion2b_s32b_b79k,,,,0.952177485620378,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.8496302382908792,ViT-L-14,0.9387916580888106,vtab/caltech101,laion2b_s32b_b82k,,,,0.9679539852095317,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.8386195562859491,ViT-B-32,0.9119127648469041,vtab/caltech101,laion2b_s34b_b79k,,,,0.9503697617091208,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.8497945768282662,convnext_xxlarge,0.9429177595730215,vtab/caltech101,laion2b_s34b_b82k_augreg,,,,0.9559572719802794,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.8486442070665571,convnext_xxlarge,0.9448921834348049,vtab/caltech101,laion2b_s34b_b82k_augreg_rewind,,,,0.952341824157765,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.8496302382908792,convnext_xxlarge,0.9451418469734826,vtab/caltech101,laion2b_s34b_b82k_augreg_soup,,,,0.952834839769926,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.8382908792111751,ViT-B-16,0.9286557392358035,vtab/caltech101,laion2b_s34b_b88k,,,,0.952013147082991,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.8468364831552999,ViT-g-14,0.9453101465898202,vtab/caltech101,laion2b_s34b_b88k,,,,0.9475760065735415,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.8626129827444535,ViT-bigG-14,0.9483970847356323,vtab/caltech101,laion2b_s39b_b160k,,,,0.9735414954806902,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.8302382908792112,ViT-B-16-plus-240,0.9216654818187499,vtab/caltech101,laion400m_e31,,,,0.9510271158586688,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.8369761709120789,ViT-B-16,0.9160108120362797,vtab/caltech101,laion400m_e31,,,,0.9543138866064093,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.8320460147904684,ViT-B-32-quickgelu,0.9118897685890948,vtab/caltech101,laion400m_e31,,,,0.9439605587510271,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.819391947411668,ViT-B-32,0.8916328567245339,vtab/caltech101,laion400m_e31,,,,0.9393590797041906,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.8394412489728842,ViT-L-14,0.9259309612479136,vtab/caltech101,laion400m_e31,,,,0.9403451109285127,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.8315529991783073,ViT-B-16-plus-240,0.9232461068375019,vtab/caltech101,laion400m_e32,,,,0.9515201314708299,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.8363188167625308,ViT-B-16,0.9134346458784717,vtab/caltech101,laion400m_e32,,,,0.9533278553820871,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.8322103533278554,ViT-B-32-quickgelu,0.9114905798775501,vtab/caltech101,laion400m_e32,,,,0.9441248972884141,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.819227608874281,ViT-B-32,0.8917994818321062,vtab/caltech101,laion400m_e32,,,,0.9405094494658998,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.8399342645850452,ViT-L-14,0.9265891529894017,vtab/caltech101,laion400m_e32,,,,0.9396877567789647,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.8364831552999178,convnext_base,0.9151458250598753,vtab/caltech101,laion400m_s13b_b51k,,,,0.9482333607230896,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.8305669679539852,xlm-roberta-base-ViT-B-32,0.9079103137000812,vtab/caltech101,laion5b_s13b_b90k,,,,0.9393590797041906,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.8437140509449466,convnext_base_w_320,0.925727821335265,vtab/caltech101,laion_aesthetic_s13b_b82k_augreg,,,,0.9548069022185702,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.8412489728841414,convnext_base_w_320,0.912940182517323,vtab/caltech101,laion_aesthetic_s13b_b82k,,,,0.9602300739523418,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.8366474938373049,convnext_base_w,0.906074169279943,vtab/caltech101,laion_aesthetic_s13b_b82k,,,,0.9561216105176664,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.78126540673788,RN101-quickgelu,0.8527803220515574,vtab/caltech101,openai,,,,0.9355792933442892,zeroshot_classification,RN101-quickgelu openai,
en,0.78126540673788,RN101,0.8527803220515574,vtab/caltech101,openai,,,,0.9355792933442892,zeroshot_classification,RN101 openai,
en,0.771733771569433,RN50-quickgelu,0.8302925336572291,vtab/caltech101,openai,,,,0.94215283483977,zeroshot_classification,RN50-quickgelu openai,
en,0.771733771569433,RN50,0.8302925336572291,vtab/caltech101,openai,,,,0.94215283483977,zeroshot_classification,RN50 openai,
en,0.8072308956450288,RN50x16,0.8865233653585032,vtab/caltech101,openai,,,,0.9462612982744454,zeroshot_classification,RN50x16 openai,
en,0.78126540673788,RN50x4,0.8664167627053246,vtab/caltech101,openai,,,,0.9365653245686113,zeroshot_classification,RN50x4 openai,
en,0.8312243221035333,RN50x64,0.9028330584277352,vtab/caltech101,openai,,,,0.9548069022185702,zeroshot_classification,RN50x64 openai,
en,0.8213640098603122,ViT-B-16,0.8901790246641946,vtab/caltech101,openai,,,,0.9556285949055053,zeroshot_classification,ViT-B-16 openai,
en,0.8164338537387017,ViT-B-32-quickgelu,0.8761249558535585,vtab/caltech101,openai,,,,0.9469186524239934,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.8164338537387017,ViT-B-32,0.8761249558535584,vtab/caltech101,openai,,,,0.9470829909613805,zeroshot_classification,ViT-B-32 openai,
en,0.8343467543138866,ViT-L-14-336,0.9224694759635801,vtab/caltech101,openai,,,,0.9534921939194742,zeroshot_classification,ViT-L-14-336 openai,
en,0.8330320460147904,ViT-L-14,0.924959101906681,vtab/caltech101,openai,,,,0.9544782251437962,zeroshot_classification,ViT-L-14 openai,
en,0.6172555464256368,RN101-quickgelu,0.5442542301805738,vtab/caltech101,yfcc15m,,,,0.8696795398520953,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.6305669679539853,RN101,0.5539699654990276,vtab/caltech101,yfcc15m,,,,0.8654067378800329,zeroshot_classification,RN101 yfcc15m,
en,0.5737058340180773,RN50-quickgelu,0.5084154004941025,vtab/caltech101,yfcc15m,,,,0.8253081347576007,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.5783073130649137,RN50,0.5086486009492243,vtab/caltech101,yfcc15m,,,,0.8243221035332785,zeroshot_classification,RN50 yfcc15m,
en,0.2082,RN50-quickgelu,0.20809999999999998,vtab/cifar100,cc12m,,,,0.4797,zeroshot_classification,RN50-quickgelu cc12m,
en,0.21,RN50,0.2094,vtab/cifar100,cc12m,,,,0.4842,zeroshot_classification,RN50 cc12m,
en,0.5247,ViT-B-16,0.5242,vtab/cifar100,commonpool_l_basic_s1b_b8k,,,,0.8148,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.7312,ViT-B-16,0.732,vtab/cifar100,commonpool_l_clip_s1b_b8k,,,,0.9423,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.6958,ViT-B-16,0.6953999999999999,vtab/cifar100,commonpool_l_image_s1b_b8k,,,,0.9314,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.7185,ViT-B-16,0.7182000000000001,vtab/cifar100,commonpool_l_laion_s1b_b8k,,,,0.934,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.6421,ViT-B-16,0.6420000000000001,vtab/cifar100,commonpool_l_s1b_b8k,,,,0.895,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.7051,ViT-B-16,0.7053,vtab/cifar100,commonpool_l_text_s1b_b8k,,,,0.9292,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.3528,ViT-B-32,0.3531,vtab/cifar100,commonpool_m_basic_s128m_b4k,,,,0.6724,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.5548,ViT-B-32,0.5544999999999999,vtab/cifar100,commonpool_m_clip_s128m_b4k,,,,0.8453,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.5207,ViT-B-32,0.5202,vtab/cifar100,commonpool_m_image_s128m_b4k,,,,0.8124,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.5007,ViT-B-32,0.5009,vtab/cifar100,commonpool_m_laion_s128m_b4k,,,,0.8006,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.4392,ViT-B-32,0.43920000000000003,vtab/cifar100,commonpool_m_s128m_b4k,,,,0.7548,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.5134,ViT-B-32,0.5137,vtab/cifar100,commonpool_m_text_s128m_b4k,,,,0.8112,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.1153,ViT-B-32,0.11520000000000001,vtab/cifar100,commonpool_s_basic_s13m_b4k,,,,0.3135,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.1937,ViT-B-32,0.1938,vtab/cifar100,commonpool_s_clip_s13m_b4k,,,,0.4727,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.1328,ViT-B-32,0.13290000000000002,vtab/cifar100,commonpool_s_image_s13m_b4k,,,,0.3731,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.1346,ViT-B-32,0.13479999999999998,vtab/cifar100,commonpool_s_laion_s13m_b4k,,,,0.3678,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.1293,ViT-B-32,0.12929999999999997,vtab/cifar100,commonpool_s_s13m_b4k,,,,0.3504,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.1843,ViT-B-32,0.18460000000000001,vtab/cifar100,commonpool_s_text_s13m_b4k,,,,0.4549,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.8615,ViT-L-14,0.8611999999999999,vtab/cifar100,commonpool_xl_clip_s13b_b90k,,,,0.9799,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.8589,ViT-L-14,0.8586,vtab/cifar100,commonpool_xl_laion_s13b_b90k,,,,0.9782,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.8411,ViT-L-14,0.8409999999999997,vtab/cifar100,commonpool_xl_s13b_b90k,,,,0.9713,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.7542,ViT-B-16,0.7541,vtab/cifar100,datacomp_l_s1b_b8k,,,,0.9486,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.5477,ViT-B-32,0.5478,vtab/cifar100,datacomp_m_s128m_b4k,,,,0.8394,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.1328,ViT-B-32,0.13290000000000002,vtab/cifar100,datacomp_s_s13m_b4k,,,,0.3731,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.8738,ViT-L-14,0.8737999999999998,vtab/cifar100,datacomp_xl_s13b_b90k,,,,0.983,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.8432,xlm-roberta-large-ViT-H-14,0.843,vtab/cifar100,frozen_laion5b_s13b_b90k,,,,0.9727,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.7544,ViT-B-32,0.7545999999999998,vtab/cifar100,laion2b_e16,,,,0.9416,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.7502,roberta-ViT-B-32,0.7503,vtab/cifar100,laion2b_s12b_b32k,,,,0.9397,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.8393,ViT-g-14,0.8394000000000001,vtab/cifar100,laion2b_s12b_b42k,,,,0.9731,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.8022,convnext_base_w,0.8022,vtab/cifar100,laion2b_s13b_b82k_augreg,,,,0.961,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.7527,convnext_base_w,0.7528000000000001,vtab/cifar100,laion2b_s13b_b82k,,,,0.9436,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.7396,coca_ViT-B-32,0.7394000000000002,vtab/cifar100,laion2b_s13b_b90k,,,,0.9351,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.8309,convnext_large_d,0.8311000000000002,vtab/cifar100,laion2b_s26b_b102k_augreg,,,,0.9721,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.8318,convnext_large_d_320,0.8316999999999999,vtab/cifar100,laion2b_s29b_b131k_ft,,,,0.9701,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.8304,convnext_large_d_320,0.8301000000000001,vtab/cifar100,laion2b_s29b_b131k_ft_soup,,,,0.9716,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.8472,ViT-H-14,0.8473000000000003,vtab/cifar100,laion2b_s32b_b79k,,,,0.9735,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.8333,ViT-L-14,0.8333000000000002,vtab/cifar100,laion2b_s32b_b82k,,,,0.9664,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.7558,ViT-B-32,0.7554000000000001,vtab/cifar100,laion2b_s34b_b79k,,,,0.9388,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.8676,convnext_xxlarge,0.8675999999999999,vtab/cifar100,laion2b_s34b_b82k_augreg,,,,0.9813,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.8688,convnext_xxlarge,0.8686,vtab/cifar100,laion2b_s34b_b82k_augreg_rewind,,,,0.9824,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.8687,convnext_xxlarge,0.8686,vtab/cifar100,laion2b_s34b_b82k_augreg_soup,,,,0.9826,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.7684,ViT-B-16,0.7686000000000002,vtab/cifar100,laion2b_s34b_b88k,,,,0.9465,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.8464,ViT-g-14,0.8464,vtab/cifar100,laion2b_s34b_b88k,,,,0.9701,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.8752,ViT-bigG-14,0.8752999999999999,vtab/cifar100,laion2b_s39b_b160k,,,,0.9784,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.7328,ViT-B-16-plus-240,0.7329000000000001,vtab/cifar100,laion400m_e31,,,,0.9311,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.7124,ViT-B-16,0.7124999999999997,vtab/cifar100,laion400m_e31,,,,0.9197,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.7019,ViT-B-32-quickgelu,0.7019999999999997,vtab/cifar100,laion400m_e31,,,,0.9242,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.6786,ViT-B-32,0.6785000000000002,vtab/cifar100,laion400m_e31,,,,0.9028,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.7738,ViT-L-14,0.7740000000000002,vtab/cifar100,laion400m_e31,,,,0.9478,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.7379,ViT-B-16-plus-240,0.7379000000000002,vtab/cifar100,laion400m_e32,,,,0.9339,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.7116,ViT-B-16,0.7117,vtab/cifar100,laion400m_e32,,,,0.9205,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.7027,ViT-B-32-quickgelu,0.7027000000000001,vtab/cifar100,laion400m_e32,,,,0.9245,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.6772,ViT-B-32,0.6768,vtab/cifar100,laion400m_e32,,,,0.9036,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.7742,ViT-L-14,0.774,vtab/cifar100,laion400m_e32,,,,0.947,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.6462,convnext_base,0.6462,vtab/cifar100,laion400m_s13b_b51k,,,,0.889,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.7651,xlm-roberta-base-ViT-B-32,0.7652999999999999,vtab/cifar100,laion5b_s13b_b90k,,,,0.9503,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.652,convnext_base_w_320,0.6515000000000001,vtab/cifar100,laion_aesthetic_s13b_b82k_augreg,,,,0.8716,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.5907,convnext_base_w_320,0.5909,vtab/cifar100,laion_aesthetic_s13b_b82k,,,,0.8393,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.6114,convnext_base_w,0.6110000000000001,vtab/cifar100,laion_aesthetic_s13b_b82k,,,,0.8577,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.4761,RN101-quickgelu,0.4764999999999999,vtab/cifar100,openai,,,,0.768,zeroshot_classification,RN101-quickgelu openai,
en,0.4761,RN101,0.4764999999999999,vtab/cifar100,openai,,,,0.768,zeroshot_classification,RN101 openai,
en,0.4029,RN50-quickgelu,0.4033,vtab/cifar100,openai,,,,0.7216,zeroshot_classification,RN50-quickgelu openai,
en,0.4029,RN50,0.4033,vtab/cifar100,openai,,,,0.7216,zeroshot_classification,RN50 openai,
en,0.5217,RN50x16,0.5221,vtab/cifar100,openai,,,,0.7883,zeroshot_classification,RN50x16 openai,
en,0.4521,RN50x4,0.4514999999999999,vtab/cifar100,openai,,,,0.7438,zeroshot_classification,RN50x4 openai,
en,0.5985,RN50x64,0.5982999999999999,vtab/cifar100,openai,,,,0.8413,zeroshot_classification,RN50x64 openai,
en,0.6695,ViT-B-16,0.6695,vtab/cifar100,openai,,,,0.8922,zeroshot_classification,ViT-B-16 openai,
en,0.6422,ViT-B-32-quickgelu,0.6418,vtab/cifar100,openai,,,,0.8871,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.6428,ViT-B-32,0.6423000000000001,vtab/cifar100,openai,,,,0.8879,zeroshot_classification,ViT-B-32 openai,
en,0.7434,ViT-L-14-336,0.7434999999999998,vtab/cifar100,openai,,,,0.9289,zeroshot_classification,ViT-L-14-336 openai,
en,0.7583,ViT-L-14,0.7585,vtab/cifar100,openai,,,,0.9276,zeroshot_classification,ViT-L-14 openai,
en,0.226,RN101-quickgelu,0.22610000000000002,vtab/cifar100,yfcc15m,,,,0.4805,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.2197,RN101,0.21970000000000003,vtab/cifar100,yfcc15m,,,,0.4599,zeroshot_classification,RN101 yfcc15m,
en,0.2032,RN50-quickgelu,0.20340000000000003,vtab/cifar100,yfcc15m,,,,0.4525,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.1855,RN50,0.1856,vtab/cifar100,yfcc15m,,,,0.4405,zeroshot_classification,RN50 yfcc15m,
en,0.5397,RN50-quickgelu,0.5394,vtab/cifar10,cc12m,,,,0.9467,zeroshot_classification,RN50-quickgelu cc12m,
en,0.5238,RN50,0.5235,vtab/cifar10,cc12m,,,,0.9425,zeroshot_classification,RN50 cc12m,
en,0.8289,ViT-B-16,0.8290000000000001,vtab/cifar10,commonpool_l_basic_s1b_b8k,,,,0.9925,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.9347,ViT-B-16,0.9347999999999999,vtab/cifar10,commonpool_l_clip_s1b_b8k,,,,0.9988,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.9322,ViT-B-16,0.9322000000000001,vtab/cifar10,commonpool_l_image_s1b_b8k,,,,0.9985,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.9297,ViT-B-16,0.9296,vtab/cifar10,commonpool_l_laion_s1b_b8k,,,,0.9989,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.9135,ViT-B-16,0.9129999999999999,vtab/cifar10,commonpool_l_s1b_b8k,,,,0.9981,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.939,ViT-B-16,0.9388,vtab/cifar10,commonpool_l_text_s1b_b8k,,,,0.9996,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.6322,ViT-B-32,0.6323,vtab/cifar10,commonpool_m_basic_s128m_b4k,,,,0.9685,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.8403,ViT-B-32,0.8408,vtab/cifar10,commonpool_m_clip_s128m_b4k,,,,0.9936,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.7808,ViT-B-32,0.7802,vtab/cifar10,commonpool_m_image_s128m_b4k,,,,0.9865,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.7741,ViT-B-32,0.7743,vtab/cifar10,commonpool_m_laion_s128m_b4k,,,,0.9899,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.7456,ViT-B-32,0.7455,vtab/cifar10,commonpool_m_s128m_b4k,,,,0.9884,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.8169,ViT-B-32,0.8166,vtab/cifar10,commonpool_m_text_s128m_b4k,,,,0.9924,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.2666,ViT-B-32,0.2663,vtab/cifar10,commonpool_s_basic_s13m_b4k,,,,0.7615,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.4767,ViT-B-32,0.4774000000000001,vtab/cifar10,commonpool_s_clip_s13m_b4k,,,,0.946,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.3174,ViT-B-32,0.3175,vtab/cifar10,commonpool_s_image_s13m_b4k,,,,0.8543,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.3365,ViT-B-32,0.3365,vtab/cifar10,commonpool_s_laion_s13m_b4k,,,,0.9043,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.4078,ViT-B-32,0.40750000000000003,vtab/cifar10,commonpool_s_s13m_b4k,,,,0.8966,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.4684,ViT-B-32,0.4683,vtab/cifar10,commonpool_s_text_s13m_b4k,,,,0.9303,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.9797,ViT-L-14,0.9797999999999998,vtab/cifar10,commonpool_xl_clip_s13b_b90k,,,,0.9999,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.9795,ViT-L-14,0.9795,vtab/cifar10,commonpool_xl_laion_s13b_b90k,,,,0.9997,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.9801,ViT-L-14,0.9802,vtab/cifar10,commonpool_xl_s13b_b90k,,,,0.9996,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.9381,ViT-B-16,0.9381,vtab/cifar10,datacomp_l_s1b_b8k,,,,0.9994,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.8252,ViT-B-32,0.8253,vtab/cifar10,datacomp_m_s128m_b4k,,,,0.9927,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.3174,ViT-B-32,0.3175,vtab/cifar10,datacomp_s_s13m_b4k,,,,0.8543,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.9823,ViT-L-14,0.9823000000000001,vtab/cifar10,datacomp_xl_s13b_b90k,,,,0.9999,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.9719,xlm-roberta-large-ViT-H-14,0.9718,vtab/cifar10,frozen_laion5b_s13b_b90k,,,,0.999,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.9403,ViT-B-32,0.9402999999999999,vtab/cifar10,laion2b_e16,,,,0.9991,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.9326,roberta-ViT-B-32,0.9326000000000001,vtab/cifar10,laion2b_s12b_b32k,,,,0.998,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.9708,ViT-g-14,0.9708,vtab/cifar10,laion2b_s12b_b42k,,,,0.9993,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.956,convnext_base_w,0.9559,vtab/cifar10,laion2b_s13b_b82k_augreg,,,,0.9994,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.9384,convnext_base_w,0.9385000000000001,vtab/cifar10,laion2b_s13b_b82k,,,,0.998,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.939,coca_ViT-B-32,0.9389999999999998,vtab/cifar10,laion2b_s13b_b90k,,,,0.9983,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.9654,convnext_large_d,0.9655999999999999,vtab/cifar10,laion2b_s26b_b102k_augreg,,,,0.9992,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.9646,convnext_large_d_320,0.9646000000000001,vtab/cifar10,laion2b_s29b_b131k_ft,,,,0.9995,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.9657,convnext_large_d_320,0.966,vtab/cifar10,laion2b_s29b_b131k_ft_soup,,,,0.9995,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.9746,ViT-H-14,0.9744999999999999,vtab/cifar10,laion2b_s32b_b79k,,,,0.9993,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.9663,ViT-L-14,0.9662999999999998,vtab/cifar10,laion2b_s32b_b82k,,,,0.9985,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.9357,ViT-B-32,0.9358000000000001,vtab/cifar10,laion2b_s34b_b79k,,,,0.9981,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.9815,convnext_xxlarge,0.9814,vtab/cifar10,laion2b_s34b_b82k_augreg,,,,0.9998,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.9821,convnext_xxlarge,0.9820999999999998,vtab/cifar10,laion2b_s34b_b82k_augreg_rewind,,,,0.9996,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.9821,convnext_xxlarge,0.9822,vtab/cifar10,laion2b_s34b_b82k_augreg_soup,,,,0.9998,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.9493,ViT-B-16,0.9493999999999998,vtab/cifar10,laion2b_s34b_b88k,,,,0.9986,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.9815,ViT-g-14,0.9814999999999999,vtab/cifar10,laion2b_s34b_b88k,,,,0.9998,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.9824,ViT-bigG-14,0.9823999999999999,vtab/cifar10,laion2b_s39b_b160k,,,,0.9998,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.9247,ViT-B-16-plus-240,0.9247,vtab/cifar10,laion400m_e31,,,,0.9987,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.9169,ViT-B-16,0.9171000000000001,vtab/cifar10,laion400m_e31,,,,0.9971,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.9061,ViT-B-32-quickgelu,0.9059999999999999,vtab/cifar10,laion400m_e31,,,,0.9978,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.8825,ViT-B-32,0.8825000000000001,vtab/cifar10,laion400m_e31,,,,0.9965,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.9468,ViT-L-14,0.9468,vtab/cifar10,laion400m_e31,,,,0.999,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.9274,ViT-B-16-plus-240,0.9273,vtab/cifar10,laion400m_e32,,,,0.9988,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.9175,ViT-B-16,0.9173,vtab/cifar10,laion400m_e32,,,,0.9977,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.9079,ViT-B-32-quickgelu,0.9078000000000002,vtab/cifar10,laion400m_e32,,,,0.9979,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.8844,ViT-B-32,0.8843,vtab/cifar10,laion400m_e32,,,,0.9967,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.9465,ViT-L-14,0.9464999999999998,vtab/cifar10,laion400m_e32,,,,0.999,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.89,convnext_base,0.8897999999999999,vtab/cifar10,laion400m_s13b_b51k,,,,0.9955,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.9366,xlm-roberta-base-ViT-B-32,0.9366,vtab/cifar10,laion5b_s13b_b90k,,,,0.9988,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.8828,convnext_base_w_320,0.8827999999999999,vtab/cifar10,laion_aesthetic_s13b_b82k_augreg,,,,0.9944,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.8617,convnext_base_w_320,0.8615999999999999,vtab/cifar10,laion_aesthetic_s13b_b82k,,,,0.9904,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.8309,convnext_base_w,0.8309000000000001,vtab/cifar10,laion_aesthetic_s13b_b82k,,,,0.9899,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.8076,RN101-quickgelu,0.8086,vtab/cifar10,openai,,,,0.9886,zeroshot_classification,RN101-quickgelu openai,
en,0.8076,RN101,0.8086,vtab/cifar10,openai,,,,0.9886,zeroshot_classification,RN101 openai,
en,0.7153,RN50-quickgelu,0.7146999999999999,vtab/cifar10,openai,,,,0.9808,zeroshot_classification,RN50-quickgelu openai,
en,0.7153,RN50,0.7146999999999999,vtab/cifar10,openai,,,,0.9808,zeroshot_classification,RN50 openai,
en,0.8133,RN50x16,0.8141999999999999,vtab/cifar10,openai,,,,0.9797,zeroshot_classification,RN50x16 openai,
en,0.7941,RN50x4,0.7948000000000001,vtab/cifar10,openai,,,,0.9873,zeroshot_classification,RN50x4 openai,
en,0.8509,RN50x64,0.8505,vtab/cifar10,openai,,,,0.9878,zeroshot_classification,RN50x64 openai,
en,0.9076,ViT-B-16,0.908,vtab/cifar10,openai,,,,0.9944,zeroshot_classification,ViT-B-16 openai,
en,0.8979,ViT-B-32-quickgelu,0.8978999999999999,vtab/cifar10,openai,,,,0.9962,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.8979,ViT-B-32,0.8985,vtab/cifar10,openai,,,,0.9962,zeroshot_classification,ViT-B-32 openai,
en,0.9493,ViT-L-14-336,0.9493000000000003,vtab/cifar10,openai,,,,0.996,zeroshot_classification,ViT-L-14-336 openai,
en,0.956,ViT-L-14,0.9559999999999998,vtab/cifar10,openai,,,,0.9963,zeroshot_classification,ViT-L-14 openai,
en,0.5299,RN101-quickgelu,0.5298999999999999,vtab/cifar10,yfcc15m,,,,0.9356,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.5051,RN101,0.5052000000000001,vtab/cifar10,yfcc15m,,,,0.9237,zeroshot_classification,RN101 yfcc15m,
en,0.4913,RN50-quickgelu,0.49160000000000004,vtab/cifar10,yfcc15m,,,,0.9115,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.4951,RN50,0.49479999999999996,vtab/cifar10,yfcc15m,,,,0.9109,zeroshot_classification,RN50 yfcc15m,
en,0.1182,RN50-quickgelu,0.17323469989915138,vtab/clevr_closest_object_distance,cc12m,,,,0.8004,zeroshot_classification,RN50-quickgelu cc12m,
en,0.13446666666666668,RN50,0.1749850397620657,vtab/clevr_closest_object_distance,cc12m,,,,0.7990666666666667,zeroshot_classification,RN50 cc12m,
en,0.15826666666666667,ViT-B-16,0.16755736679975108,vtab/clevr_closest_object_distance,commonpool_l_basic_s1b_b8k,,,,0.8002666666666667,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.16693333333333332,ViT-B-16,0.1760387584732477,vtab/clevr_closest_object_distance,commonpool_l_clip_s1b_b8k,,,,0.7761333333333333,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.19553333333333334,ViT-B-16,0.15616668462148478,vtab/clevr_closest_object_distance,commonpool_l_image_s1b_b8k,,,,0.92,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.21893333333333334,ViT-B-16,0.20860273934823656,vtab/clevr_closest_object_distance,commonpool_l_laion_s1b_b8k,,,,0.8256666666666667,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.158,ViT-B-16,0.16645638258972642,vtab/clevr_closest_object_distance,commonpool_l_s1b_b8k,,,,0.8001333333333334,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.15286666666666668,ViT-B-16,0.1577979018657887,vtab/clevr_closest_object_distance,commonpool_l_text_s1b_b8k,,,,0.8939333333333334,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.15793333333333334,ViT-B-32,0.16679909267848322,vtab/clevr_closest_object_distance,commonpool_m_basic_s128m_b4k,,,,0.8763333333333333,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.21566666666666667,ViT-B-32,0.1629912466828891,vtab/clevr_closest_object_distance,commonpool_m_clip_s128m_b4k,,,,0.9161333333333334,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.17693333333333333,ViT-B-32,0.1608346243333504,vtab/clevr_closest_object_distance,commonpool_m_image_s128m_b4k,,,,0.8429333333333333,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.19246666666666667,ViT-B-32,0.16476722516286216,vtab/clevr_closest_object_distance,commonpool_m_laion_s128m_b4k,,,,0.8891333333333333,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.15713333333333335,ViT-B-32,0.16279891410297012,vtab/clevr_closest_object_distance,commonpool_m_s128m_b4k,,,,0.9265333333333333,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.24113333333333334,ViT-B-32,0.18084003126918938,vtab/clevr_closest_object_distance,commonpool_m_text_s128m_b4k,,,,0.9232,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.16053333333333333,ViT-B-32,0.17998317539938902,vtab/clevr_closest_object_distance,commonpool_s_basic_s13m_b4k,,,,0.9114,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.15986666666666666,ViT-B-32,0.15433484237113773,vtab/clevr_closest_object_distance,commonpool_s_clip_s13m_b4k,,,,0.9058666666666667,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.229,ViT-B-32,0.19623005258062565,vtab/clevr_closest_object_distance,commonpool_s_image_s13m_b4k,,,,0.9080666666666667,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.15,ViT-B-32,0.17474043580525264,vtab/clevr_closest_object_distance,commonpool_s_laion_s13m_b4k,,,,0.7672,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.1554,ViT-B-32,0.1623225842632892,vtab/clevr_closest_object_distance,commonpool_s_s13m_b4k,,,,0.8469333333333333,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.16346666666666668,ViT-B-32,0.16958157523698525,vtab/clevr_closest_object_distance,commonpool_s_text_s13m_b4k,,,,0.8848666666666667,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.1684,ViT-L-14,0.1514134681801336,vtab/clevr_closest_object_distance,commonpool_xl_clip_s13b_b90k,,,,0.9098,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.23346666666666666,ViT-L-14,0.18233423956964537,vtab/clevr_closest_object_distance,commonpool_xl_laion_s13b_b90k,,,,0.9386,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.2448,ViT-L-14,0.17139981288436515,vtab/clevr_closest_object_distance,commonpool_xl_s13b_b90k,,,,0.9125333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.24633333333333332,ViT-B-16,0.18963652250361515,vtab/clevr_closest_object_distance,datacomp_l_s1b_b8k,,,,0.9216,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.22466666666666665,ViT-B-32,0.1664148625469141,vtab/clevr_closest_object_distance,datacomp_m_s128m_b4k,,,,0.9098666666666667,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.229,ViT-B-32,0.19623005258062565,vtab/clevr_closest_object_distance,datacomp_s_s13m_b4k,,,,0.9080666666666667,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.2522,ViT-L-14,0.20922886841504393,vtab/clevr_closest_object_distance,datacomp_xl_s13b_b90k,,,,0.8386666666666667,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.20573333333333332,xlm-roberta-large-ViT-H-14,0.16926404899700978,vtab/clevr_closest_object_distance,frozen_laion5b_s13b_b90k,,,,0.9089333333333334,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.1674,ViT-B-32,0.18549758220833357,vtab/clevr_closest_object_distance,laion2b_e16,,,,0.8718,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.2008,roberta-ViT-B-32,0.1671590796987388,vtab/clevr_closest_object_distance,laion2b_s12b_b32k,,,,0.9090666666666667,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.1748,ViT-g-14,0.23127491694361813,vtab/clevr_closest_object_distance,laion2b_s12b_b42k,,,,0.7795333333333333,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.24506666666666665,convnext_base_w,0.16655123044000633,vtab/clevr_closest_object_distance,laion2b_s13b_b82k_augreg,,,,0.924,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.18853333333333333,convnext_base_w,0.1643565900630276,vtab/clevr_closest_object_distance,laion2b_s13b_b82k,,,,0.8705333333333334,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.14926666666666666,coca_ViT-B-32,0.15292041440186913,vtab/clevr_closest_object_distance,laion2b_s13b_b90k,,,,0.9135333333333333,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.19973333333333335,convnext_large_d,0.16666666666666666,vtab/clevr_closest_object_distance,laion2b_s26b_b102k_augreg,,,,0.9147333333333333,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.20026666666666668,convnext_large_d_320,0.166187185622421,vtab/clevr_closest_object_distance,laion2b_s29b_b131k_ft,,,,0.9134,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.2014,convnext_large_d_320,0.16659971728717723,vtab/clevr_closest_object_distance,laion2b_s29b_b131k_ft_soup,,,,0.9091333333333333,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.16846666666666665,ViT-H-14,0.19760222273865524,vtab/clevr_closest_object_distance,laion2b_s32b_b79k,,,,0.8854666666666666,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.16106666666666666,ViT-L-14,0.17461360799541448,vtab/clevr_closest_object_distance,laion2b_s32b_b82k,,,,0.9134,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.18973333333333334,ViT-B-32,0.1387409793061791,vtab/clevr_closest_object_distance,laion2b_s34b_b79k,,,,0.9091333333333333,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.17126666666666668,convnext_xxlarge,0.21351415999854884,vtab/clevr_closest_object_distance,laion2b_s34b_b82k_augreg,,,,0.8907333333333334,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.1592,convnext_xxlarge,0.170285227797346,vtab/clevr_closest_object_distance,laion2b_s34b_b82k_augreg_rewind,,,,0.8652666666666666,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.1624,convnext_xxlarge,0.17827495903012971,vtab/clevr_closest_object_distance,laion2b_s34b_b82k_augreg_soup,,,,0.8692666666666666,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.21093333333333333,ViT-B-16,0.16403708737263104,vtab/clevr_closest_object_distance,laion2b_s34b_b88k,,,,0.9190666666666667,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.18426666666666666,ViT-g-14,0.2012791006034509,vtab/clevr_closest_object_distance,laion2b_s34b_b88k,,,,0.8519333333333333,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.20046666666666665,ViT-bigG-14,0.16823771190408296,vtab/clevr_closest_object_distance,laion2b_s39b_b160k,,,,0.8774,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.15946666666666667,ViT-B-16-plus-240,0.17006986235041846,vtab/clevr_closest_object_distance,laion400m_e31,,,,0.8734,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.24506666666666665,ViT-B-16,0.16666666666666666,vtab/clevr_closest_object_distance,laion400m_e31,,,,0.8176,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.15926666666666667,ViT-B-32-quickgelu,0.16794084432637438,vtab/clevr_closest_object_distance,laion400m_e31,,,,0.9323333333333333,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.16113333333333332,ViT-B-32,0.17444301610397092,vtab/clevr_closest_object_distance,laion400m_e31,,,,0.9336,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.14933333333333335,ViT-L-14,0.14346607874880868,vtab/clevr_closest_object_distance,laion400m_e31,,,,0.9099333333333334,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.15953333333333333,ViT-B-16-plus-240,0.1702727629060893,vtab/clevr_closest_object_distance,laion400m_e32,,,,0.871,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.24506666666666665,ViT-B-16,0.16666666666666666,vtab/clevr_closest_object_distance,laion400m_e32,,,,0.8263333333333334,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.159,ViT-B-32-quickgelu,0.1674630936552972,vtab/clevr_closest_object_distance,laion400m_e32,,,,0.9305333333333333,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.16073333333333334,ViT-B-32,0.17304777557620113,vtab/clevr_closest_object_distance,laion400m_e32,,,,0.9346,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.14913333333333334,ViT-L-14,0.14492039530182546,vtab/clevr_closest_object_distance,laion400m_e32,,,,0.9097333333333333,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.1556,convnext_base,0.16112112972289813,vtab/clevr_closest_object_distance,laion400m_s13b_b51k,,,,0.9141333333333334,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.20233333333333334,xlm-roberta-base-ViT-B-32,0.1673446955994524,vtab/clevr_closest_object_distance,laion5b_s13b_b90k,,,,0.9087333333333333,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.16546666666666668,convnext_base_w_320,0.13227965249256252,vtab/clevr_closest_object_distance,laion_aesthetic_s13b_b82k_augreg,,,,0.9036666666666666,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.2144,convnext_base_w_320,0.1654869128466457,vtab/clevr_closest_object_distance,laion_aesthetic_s13b_b82k,,,,0.9109333333333334,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.19586666666666666,convnext_base_w,0.17513857048641682,vtab/clevr_closest_object_distance,laion_aesthetic_s13b_b82k,,,,0.8186666666666667,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.13006666666666666,RN101-quickgelu,0.18084321214313262,vtab/clevr_closest_object_distance,openai,,,,0.7577333333333334,zeroshot_classification,RN101-quickgelu openai,
en,0.13006666666666666,RN101,0.18084321214313262,vtab/clevr_closest_object_distance,openai,,,,0.7577333333333334,zeroshot_classification,RN101 openai,
en,0.1452,RN50-quickgelu,0.2118784353596089,vtab/clevr_closest_object_distance,openai,,,,0.9011333333333333,zeroshot_classification,RN50-quickgelu openai,
en,0.1452,RN50,0.2118784353596089,vtab/clevr_closest_object_distance,openai,,,,0.9011333333333333,zeroshot_classification,RN50 openai,
en,0.21273333333333333,RN50x16,0.21123484924548994,vtab/clevr_closest_object_distance,openai,,,,0.9148666666666667,zeroshot_classification,RN50x16 openai,
en,0.0826,RN50x4,0.16793652440570886,vtab/clevr_closest_object_distance,openai,,,,0.9004666666666666,zeroshot_classification,RN50x4 openai,
en,0.1994,RN50x64,0.1659335442017433,vtab/clevr_closest_object_distance,openai,,,,0.9095333333333333,zeroshot_classification,RN50x64 openai,
en,0.15826666666666667,ViT-B-16,0.16774342302460168,vtab/clevr_closest_object_distance,openai,,,,0.8013333333333333,zeroshot_classification,ViT-B-16 openai,
en,0.16366666666666665,ViT-B-32-quickgelu,0.16270766196121056,vtab/clevr_closest_object_distance,openai,,,,0.9095333333333333,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.1646,ViT-B-32,0.16274288399921158,vtab/clevr_closest_object_distance,openai,,,,0.9095333333333333,zeroshot_classification,ViT-B-32 openai,
en,0.1582,ViT-L-14-336,0.18270835426031032,vtab/clevr_closest_object_distance,openai,,,,0.8790666666666667,zeroshot_classification,ViT-L-14-336 openai,
en,0.16073333333333334,ViT-L-14,0.17791828251348463,vtab/clevr_closest_object_distance,openai,,,,0.9086,zeroshot_classification,ViT-L-14 openai,
en,0.15806666666666666,RN101-quickgelu,0.16668702145210734,vtab/clevr_closest_object_distance,yfcc15m,,,,0.8964666666666666,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.1578,RN101,0.16621714545293442,vtab/clevr_closest_object_distance,yfcc15m,,,,0.8992,zeroshot_classification,RN101 yfcc15m,
en,0.13953333333333334,RN50-quickgelu,0.1481249498546052,vtab/clevr_closest_object_distance,yfcc15m,,,,0.781,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.18366666666666667,RN50,0.1746652492666864,vtab/clevr_closest_object_distance,yfcc15m,,,,0.8474666666666667,zeroshot_classification,RN50 yfcc15m,
en,0.2062,RN50-quickgelu,0.20565336837416132,vtab/clevr_count_all,cc12m,,,,0.6922666666666667,zeroshot_classification,RN50-quickgelu cc12m,
en,0.20733333333333334,RN50,0.20680645503419942,vtab/clevr_count_all,cc12m,,,,0.7227333333333333,zeroshot_classification,RN50 cc12m,
en,0.206,ViT-B-16,0.20251648682481804,vtab/clevr_count_all,commonpool_l_basic_s1b_b8k,,,,0.6566666666666666,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.27026666666666666,ViT-B-16,0.2666811428700437,vtab/clevr_count_all,commonpool_l_clip_s1b_b8k,,,,0.6883333333333334,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.2144,ViT-B-16,0.21450667931950884,vtab/clevr_count_all,commonpool_l_image_s1b_b8k,,,,0.7541333333333333,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.269,ViT-B-16,0.2640023383694996,vtab/clevr_count_all,commonpool_l_laion_s1b_b8k,,,,0.8844,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.1604,ViT-B-16,0.1606920990161292,vtab/clevr_count_all,commonpool_l_s1b_b8k,,,,0.6707333333333333,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.18193333333333334,ViT-B-16,0.17780485017768233,vtab/clevr_count_all,commonpool_l_text_s1b_b8k,,,,0.7120666666666666,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.142,ViT-B-32,0.14217335587348573,vtab/clevr_count_all,commonpool_m_basic_s128m_b4k,,,,0.6434666666666666,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.14013333333333333,ViT-B-32,0.13831320443118578,vtab/clevr_count_all,commonpool_m_clip_s128m_b4k,,,,0.6286666666666667,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.12986666666666666,ViT-B-32,0.12783283552744187,vtab/clevr_count_all,commonpool_m_image_s128m_b4k,,,,0.6246,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.16166666666666665,ViT-B-32,0.16021319123484973,vtab/clevr_count_all,commonpool_m_laion_s128m_b4k,,,,0.6735333333333333,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.12633333333333333,ViT-B-32,0.12480242360379347,vtab/clevr_count_all,commonpool_m_s128m_b4k,,,,0.6146,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.19006666666666666,ViT-B-32,0.18917720199607022,vtab/clevr_count_all,commonpool_m_text_s128m_b4k,,,,0.6724,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.12453333333333333,ViT-B-32,0.1231187460487891,vtab/clevr_count_all,commonpool_s_basic_s13m_b4k,,,,0.6334666666666666,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.15266666666666667,ViT-B-32,0.1541026634082478,vtab/clevr_count_all,commonpool_s_clip_s13m_b4k,,,,0.6344666666666666,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.11226666666666667,ViT-B-32,0.11497283237476,vtab/clevr_count_all,commonpool_s_image_s13m_b4k,,,,0.6026666666666667,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.13073333333333334,ViT-B-32,0.13008299578168792,vtab/clevr_count_all,commonpool_s_laion_s13m_b4k,,,,0.6067333333333333,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.13013333333333332,ViT-B-32,0.13124926783848506,vtab/clevr_count_all,commonpool_s_s13m_b4k,,,,0.5986666666666667,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.13513333333333333,ViT-B-32,0.1316518321960544,vtab/clevr_count_all,commonpool_s_text_s13m_b4k,,,,0.6505333333333333,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.25426666666666664,ViT-L-14,0.24995810969599058,vtab/clevr_count_all,commonpool_xl_clip_s13b_b90k,,,,0.7743333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.38133333333333336,ViT-L-14,0.37470638304844944,vtab/clevr_count_all,commonpool_xl_laion_s13b_b90k,,,,0.9837333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.1986,ViT-L-14,0.1934251446707091,vtab/clevr_count_all,commonpool_xl_s13b_b90k,,,,0.6979333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.2308,ViT-B-16,0.22879140445882243,vtab/clevr_count_all,datacomp_l_s1b_b8k,,,,0.7356666666666667,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.1366,ViT-B-32,0.13637323370265764,vtab/clevr_count_all,datacomp_m_s128m_b4k,,,,0.6274,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.11226666666666667,ViT-B-32,0.11497283237476,vtab/clevr_count_all,datacomp_s_s13m_b4k,,,,0.6026666666666667,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.3562,ViT-L-14,0.35119569013007573,vtab/clevr_count_all,datacomp_xl_s13b_b90k,,,,0.8321333333333333,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.33653333333333335,xlm-roberta-large-ViT-H-14,0.3370199442212571,vtab/clevr_count_all,frozen_laion5b_s13b_b90k,,,,0.9609333333333333,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.19293333333333335,ViT-B-32,0.18832714991506133,vtab/clevr_count_all,laion2b_e16,,,,0.7968666666666666,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.14753333333333332,roberta-ViT-B-32,0.14464572660664088,vtab/clevr_count_all,laion2b_s12b_b32k,,,,0.6635333333333333,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.33166666666666667,ViT-g-14,0.3248683347962446,vtab/clevr_count_all,laion2b_s12b_b42k,,,,0.9496,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.3308,convnext_base_w,0.33087853964264613,vtab/clevr_count_all,laion2b_s13b_b82k_augreg,,,,0.933,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.23893333333333333,convnext_base_w,0.23464896065430285,vtab/clevr_count_all,laion2b_s13b_b82k,,,,0.8412,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.189,coca_ViT-B-32,0.18678023045275224,vtab/clevr_count_all,laion2b_s13b_b90k,,,,0.6439333333333334,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.3494,convnext_large_d,0.34569489185067814,vtab/clevr_count_all,laion2b_s26b_b102k_augreg,,,,0.8934666666666666,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.36973333333333336,convnext_large_d_320,0.37035883125120733,vtab/clevr_count_all,laion2b_s29b_b131k_ft,,,,0.9216,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.4308666666666667,convnext_large_d_320,0.4267463083831886,vtab/clevr_count_all,laion2b_s29b_b131k_ft_soup,,,,0.9235333333333333,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.2684,ViT-H-14,0.26567119130564715,vtab/clevr_count_all,laion2b_s32b_b79k,,,,0.8896,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.31153333333333333,ViT-L-14,0.3100952822623528,vtab/clevr_count_all,laion2b_s32b_b82k,,,,0.797,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.15333333333333332,ViT-B-32,0.1510923361864936,vtab/clevr_count_all,laion2b_s34b_b79k,,,,0.6969333333333333,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.14033333333333334,convnext_xxlarge,0.13748902315074188,vtab/clevr_count_all,laion2b_s34b_b82k_augreg,,,,0.6984666666666667,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.16606666666666667,convnext_xxlarge,0.16138525355678385,vtab/clevr_count_all,laion2b_s34b_b82k_augreg_rewind,,,,0.7366,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.1468,convnext_xxlarge,0.14268980697088085,vtab/clevr_count_all,laion2b_s34b_b82k_augreg_soup,,,,0.7196666666666667,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.21466666666666667,ViT-B-16,0.2107158328189766,vtab/clevr_count_all,laion2b_s34b_b88k,,,,0.68,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.3766,ViT-g-14,0.37056984039252044,vtab/clevr_count_all,laion2b_s34b_b88k,,,,0.9417333333333333,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.29906666666666665,ViT-bigG-14,0.2971686628955847,vtab/clevr_count_all,laion2b_s39b_b160k,,,,0.8088,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.23993333333333333,ViT-B-16-plus-240,0.23688539289702337,vtab/clevr_count_all,laion400m_e31,,,,0.8088666666666666,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.2889333333333333,ViT-B-16,0.2838176566573525,vtab/clevr_count_all,laion400m_e31,,,,0.9035333333333333,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.16606666666666667,ViT-B-32-quickgelu,0.16362059982438923,vtab/clevr_count_all,laion400m_e31,,,,0.7187333333333333,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.1542,ViT-B-32,0.15135617441465019,vtab/clevr_count_all,laion400m_e31,,,,0.6991333333333334,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.242,ViT-L-14,0.2385722884474243,vtab/clevr_count_all,laion400m_e31,,,,0.7878,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.23826666666666665,ViT-B-16-plus-240,0.23599565131938824,vtab/clevr_count_all,laion400m_e32,,,,0.8083333333333333,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.2870666666666667,ViT-B-16,0.2829359549785878,vtab/clevr_count_all,laion400m_e32,,,,0.9031333333333333,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.16233333333333333,ViT-B-32-quickgelu,0.15981528390151803,vtab/clevr_count_all,laion400m_e32,,,,0.7142666666666667,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.15366666666666667,ViT-B-32,0.1509549017472602,vtab/clevr_count_all,laion400m_e32,,,,0.6969333333333333,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.24326666666666666,ViT-L-14,0.23901485671558897,vtab/clevr_count_all,laion400m_e32,,,,0.7893333333333333,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.23893333333333333,convnext_base,0.23244313153491722,vtab/clevr_count_all,laion400m_s13b_b51k,,,,0.7674,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.1676,xlm-roberta-base-ViT-B-32,0.16465892495969445,vtab/clevr_count_all,laion5b_s13b_b90k,,,,0.7478,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.2816,convnext_base_w_320,0.27399883705487,vtab/clevr_count_all,laion_aesthetic_s13b_b82k_augreg,,,,0.8083333333333333,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.2278,convnext_base_w_320,0.22503595272870994,vtab/clevr_count_all,laion_aesthetic_s13b_b82k,,,,0.8590666666666666,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.29646666666666666,convnext_base_w,0.2905438408101222,vtab/clevr_count_all,laion_aesthetic_s13b_b82k,,,,0.9413333333333334,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.2414,RN101-quickgelu,0.2371298950022196,vtab/clevr_count_all,openai,,,,0.8318,zeroshot_classification,RN101-quickgelu openai,
en,0.2414,RN101,0.2371298950022196,vtab/clevr_count_all,openai,,,,0.8318,zeroshot_classification,RN101 openai,
en,0.21893333333333334,RN50-quickgelu,0.21518942412296838,vtab/clevr_count_all,openai,,,,0.8051333333333334,zeroshot_classification,RN50-quickgelu openai,
en,0.21893333333333334,RN50,0.21518942412296838,vtab/clevr_count_all,openai,,,,0.8051333333333334,zeroshot_classification,RN50 openai,
en,0.19573333333333334,RN50x16,0.19692927441471622,vtab/clevr_count_all,openai,,,,0.7826666666666666,zeroshot_classification,RN50x16 openai,
en,0.2052,RN50x4,0.205999464209435,vtab/clevr_count_all,openai,,,,0.7697333333333334,zeroshot_classification,RN50x4 openai,
en,0.2268,RN50x64,0.22574229029764276,vtab/clevr_count_all,openai,,,,0.8616666666666667,zeroshot_classification,RN50x64 openai,
en,0.2086,ViT-B-16,0.20853491694502882,vtab/clevr_count_all,openai,,,,0.7824,zeroshot_classification,ViT-B-16 openai,
en,0.23226666666666668,ViT-B-32-quickgelu,0.22876129612368862,vtab/clevr_count_all,openai,,,,0.7819333333333334,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.23253333333333334,ViT-B-32,0.2289309127685813,vtab/clevr_count_all,openai,,,,0.7814,zeroshot_classification,ViT-B-32 openai,
en,0.20013333333333333,ViT-L-14-336,0.19669369346768886,vtab/clevr_count_all,openai,,,,0.7315333333333334,zeroshot_classification,ViT-L-14-336 openai,
en,0.19413333333333332,ViT-L-14,0.19089747581392422,vtab/clevr_count_all,openai,,,,0.7214,zeroshot_classification,ViT-L-14 openai,
en,0.16093333333333334,RN101-quickgelu,0.16071025380046536,vtab/clevr_count_all,yfcc15m,,,,0.634,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.13706666666666667,RN101,0.13578562744050543,vtab/clevr_count_all,yfcc15m,,,,0.6223333333333333,zeroshot_classification,RN101 yfcc15m,
en,0.13046666666666668,RN50-quickgelu,0.12660893229509648,vtab/clevr_count_all,yfcc15m,,,,0.6266,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.1314,RN50,0.12705070539745356,vtab/clevr_count_all,yfcc15m,,,,0.6876666666666666,zeroshot_classification,RN50 yfcc15m,
en,0.06461213967658777,RN50-quickgelu,0.21646154008743101,vtab/diabetic_retinopathy,cc12m,,,,1.0,zeroshot_classification,RN50-quickgelu cc12m,
en,0.11223341926411999,RN50,0.2039996317879123,vtab/diabetic_retinopathy,cc12m,,,,1.0,zeroshot_classification,RN50 cc12m,
en,0.0686899460979611,ViT-B-16,0.22953413960548766,vtab/diabetic_retinopathy,commonpool_l_basic_s1b_b8k,,,,1.0,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.05655026951019452,ViT-B-16,0.2243186740685117,vtab/diabetic_retinopathy,commonpool_l_clip_s1b_b8k,,,,1.0,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.03482540426529177,ViT-B-16,0.19730466302818797,vtab/diabetic_retinopathy,commonpool_l_image_s1b_b8k,,,,1.0,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.06526833841106164,ViT-B-16,0.26233937519628636,vtab/diabetic_retinopathy,commonpool_l_laion_s1b_b8k,,,,1.0,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.041738926646355756,ViT-B-16,0.17799606817903116,vtab/diabetic_retinopathy,commonpool_l_s1b_b8k,,,,1.0,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.07797047105694868,ViT-B-16,0.220131061282201,vtab/diabetic_retinopathy,commonpool_l_text_s1b_b8k,,,,1.0,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.04820717131474104,ViT-B-32,0.2142578341066772,vtab/diabetic_retinopathy,commonpool_m_basic_s128m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.10391375673775487,ViT-B-32,0.17443451511226132,vtab/diabetic_retinopathy,commonpool_m_clip_s128m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.02472463088821186,ViT-B-32,0.20194728473450635,vtab/diabetic_retinopathy,commonpool_m_image_s128m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.036629950785094914,ViT-B-32,0.21895570788039148,vtab/diabetic_retinopathy,commonpool_m_laion_s128m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.02617764237168971,ViT-B-32,0.22313388519538857,vtab/diabetic_retinopathy,commonpool_m_s128m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.10105460510897586,ViT-B-32,0.24802066961344454,vtab/diabetic_retinopathy,commonpool_m_text_s128m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.7354816029997656,ViT-B-32,0.2000732941538929,vtab/diabetic_retinopathy,commonpool_s_basic_s13m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.05385516756503398,ViT-B-32,0.20197834060798292,vtab/diabetic_retinopathy,commonpool_s_clip_s13m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.11361612374033278,ViT-B-32,0.19804157040460846,vtab/diabetic_retinopathy,commonpool_s_image_s13m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.06027654089524256,ViT-B-32,0.20771080693934857,vtab/diabetic_retinopathy,commonpool_s_laion_s13m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.13646590110147644,ViT-B-32,0.20356221223640344,vtab/diabetic_retinopathy,commonpool_s_s13m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.08104054370752285,ViT-B-32,0.20775169808441013,vtab/diabetic_retinopathy,commonpool_s_text_s13m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.3972814623857511,ViT-L-14,0.2760426880044875,vtab/diabetic_retinopathy,commonpool_xl_clip_s13b_b90k,,,,1.0,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.7303726271385048,ViT-L-14,0.20671112522138144,vtab/diabetic_retinopathy,commonpool_xl_laion_s13b_b90k,,,,1.0,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.4634169205530818,ViT-L-14,0.21244844424529247,vtab/diabetic_retinopathy,commonpool_xl_s13b_b90k,,,,1.0,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.039301617061167096,ViT-B-16,0.2176352867364466,vtab/diabetic_retinopathy,datacomp_l_s1b_b8k,,,,1.0,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.02807593156784626,ViT-B-32,0.1763962926618044,vtab/diabetic_retinopathy,datacomp_m_s128m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.11361612374033278,ViT-B-32,0.19804157040460846,vtab/diabetic_retinopathy,datacomp_s_s13m_b4k,,,,1.0,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.3285680806187017,ViT-L-14,0.2678912739447893,vtab/diabetic_retinopathy,datacomp_xl_s13b_b90k,,,,1.0,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.22955237872041248,xlm-roberta-large-ViT-H-14,0.24157628232348297,vtab/diabetic_retinopathy,frozen_laion5b_s13b_b90k,,,,1.0,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.19737520506210451,ViT-B-32,0.2259550563799307,vtab/diabetic_retinopathy,laion2b_e16,,,,1.0,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.5120459339114132,roberta-ViT-B-32,0.20240215820489255,vtab/diabetic_retinopathy,laion2b_s12b_b32k,,,,1.0,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.5757675181626436,ViT-g-14,0.22650758466766985,vtab/diabetic_retinopathy,laion2b_s12b_b42k,,,,1.0,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.027560346847902508,convnext_base_w,0.203684761802127,vtab/diabetic_retinopathy,laion2b_s13b_b82k_augreg,,,,1.0,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.10492149050855402,convnext_base_w,0.21445428654298965,vtab/diabetic_retinopathy,laion2b_s13b_b82k,,,,1.0,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.08882118584485588,coca_ViT-B-32,0.20480638427935488,vtab/diabetic_retinopathy,laion2b_s13b_b90k,,,,1.0,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.413100539020389,convnext_large_d,0.24883481938211166,vtab/diabetic_retinopathy,laion2b_s26b_b102k_augreg,,,,1.0,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.6608858682915397,convnext_large_d_320,0.28654623605630947,vtab/diabetic_retinopathy,laion2b_s29b_b131k_ft,,,,1.0,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.5641668619639091,convnext_large_d_320,0.2665035487500405,vtab/diabetic_retinopathy,laion2b_s29b_b131k_ft_soup,,,,1.0,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.2990625732364659,ViT-H-14,0.2232841987932698,vtab/diabetic_retinopathy,laion2b_s32b_b79k,,,,1.0,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.11792828685258964,ViT-L-14,0.23091375380840312,vtab/diabetic_retinopathy,laion2b_s32b_b82k,,,,1.0,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.7343566908835247,ViT-B-32,0.19984707029746893,vtab/diabetic_retinopathy,laion2b_s34b_b79k,,,,1.0,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.7020389032106866,convnext_xxlarge,0.21994185522917098,vtab/diabetic_retinopathy,laion2b_s34b_b82k_augreg,,,,1.0,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.713827044762128,convnext_xxlarge,0.22369925602831478,vtab/diabetic_retinopathy,laion2b_s34b_b82k_augreg_rewind,,,,1.0,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.7227794703538786,convnext_xxlarge,0.21505370272580238,vtab/diabetic_retinopathy,laion2b_s34b_b82k_augreg_soup,,,,1.0,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.6778767283805953,ViT-B-16,0.2914503109476783,vtab/diabetic_retinopathy,laion2b_s34b_b88k,,,,1.0,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.24680103116943988,ViT-g-14,0.25346514614294635,vtab/diabetic_retinopathy,laion2b_s34b_b88k,,,,1.0,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.73271619404734,ViT-bigG-14,0.1998299225252303,vtab/diabetic_retinopathy,laion2b_s39b_b160k,,,,1.0,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.09369580501523318,ViT-B-16-plus-240,0.2127607114397793,vtab/diabetic_retinopathy,laion400m_e31,,,,1.0,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.06369814858214203,ViT-B-16,0.23122559967161624,vtab/diabetic_retinopathy,laion400m_e31,,,,1.0,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.2646355753456761,ViT-B-32-quickgelu,0.2572785049180931,vtab/diabetic_retinopathy,laion400m_e31,,,,1.0,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.2577454886337005,ViT-B-32,0.24983112407439756,vtab/diabetic_retinopathy,laion400m_e31,,,,1.0,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.05884696508085306,ViT-L-14,0.20609465825338194,vtab/diabetic_retinopathy,laion400m_e31,,,,1.0,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.09582845090227327,ViT-B-16-plus-240,0.21413964130087976,vtab/diabetic_retinopathy,laion400m_e32,,,,1.0,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.07461917037731428,ViT-B-16,0.23535010160843317,vtab/diabetic_retinopathy,laion400m_e32,,,,1.0,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.24762127958753222,ViT-B-32-quickgelu,0.2545886618116885,vtab/diabetic_retinopathy,laion400m_e32,,,,1.0,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.24607452542770097,ViT-B-32,0.2506956730280049,vtab/diabetic_retinopathy,laion400m_e32,,,,1.0,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.06170611670963206,ViT-L-14,0.2062633376341901,vtab/diabetic_retinopathy,laion400m_e32,,,,1.0,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.1560112491211624,convnext_base,0.2952014799164827,vtab/diabetic_retinopathy,laion400m_s13b_b51k,,,,1.0,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.1033044293414577,xlm-roberta-base-ViT-B-32,0.20029657177164423,vtab/diabetic_retinopathy,laion5b_s13b_b90k,,,,1.0,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.729716428404031,convnext_base_w_320,0.20194234366725183,vtab/diabetic_retinopathy,laion_aesthetic_s13b_b82k_augreg,,,,1.0,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.3382235762831029,convnext_base_w_320,0.22759269166488175,vtab/diabetic_retinopathy,laion_aesthetic_s13b_b82k,,,,1.0,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.21216311225685494,convnext_base_w,0.24332802800158704,vtab/diabetic_retinopathy,laion_aesthetic_s13b_b82k,,,,1.0,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.2945629247715022,RN101-quickgelu,0.26301801539011543,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,RN101-quickgelu openai,
en,0.2945629247715022,RN101,0.26301801539011543,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,RN101 openai,
en,0.17520506210452308,RN50-quickgelu,0.17487605254832056,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,RN50-quickgelu openai,
en,0.17520506210452308,RN50,0.17487605254832056,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,RN50 openai,
en,0.7143660651511601,RN50x16,0.21832813493145897,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,RN50x16 openai,
en,0.3201781110850715,RN50x4,0.20309244673375515,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,RN50x4 openai,
en,0.07269744551206937,RN50x64,0.21001057642973392,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,RN50x64 openai,
en,0.038340754628544645,ViT-B-16,0.20944586884954314,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,ViT-B-16 openai,
en,0.44588704007499413,ViT-B-32-quickgelu,0.22295147216163064,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.4460042184204359,ViT-B-32,0.2219897572388736,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,ViT-B-32 openai,
en,0.7333958284509022,ViT-L-14-336,0.20836271533767148,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,ViT-L-14-336 openai,
en,0.7331849074291071,ViT-L-14,0.20847530480374887,vtab/diabetic_retinopathy,openai,,,,1.0,zeroshot_classification,ViT-L-14 openai,
en,0.11935786266697915,RN101-quickgelu,0.2424994723144575,vtab/diabetic_retinopathy,yfcc15m,,,,1.0,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.11488164987110382,RN101,0.2175638494454847,vtab/diabetic_retinopathy,yfcc15m,,,,1.0,zeroshot_classification,RN101 yfcc15m,
en,0.05265994844152801,RN50-quickgelu,0.21888056615926818,vtab/diabetic_retinopathy,yfcc15m,,,,1.0,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.03468479025076166,RN50,0.20936197268815002,vtab/diabetic_retinopathy,yfcc15m,,,,1.0,zeroshot_classification,RN50 yfcc15m,
en,0.14598636463602374,RN50-quickgelu,0.14982025175184713,vtab/dmlab,cc12m,,,,0.825951176599956,zeroshot_classification,RN50-quickgelu cc12m,
en,0.14598636463602374,RN50,0.16229137719025633,vtab/dmlab,cc12m,,,,0.8266549373213108,zeroshot_classification,RN50 cc12m,
en,0.2183417638003079,ViT-B-16,0.17457453722558733,vtab/dmlab,commonpool_l_basic_s1b_b8k,,,,0.8440290301297558,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.20694963712337805,ViT-B-16,0.16592501778129368,vtab/dmlab,commonpool_l_clip_s1b_b8k,,,,0.8481196393226303,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.18847591818781614,ViT-B-16,0.15674786722267695,vtab/dmlab,commonpool_l_image_s1b_b8k,,,,0.81939740488234,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.17440070376072137,ViT-B-16,0.18457264940627485,vtab/dmlab,commonpool_l_laion_s1b_b8k,,,,0.838530899494172,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.18557290521222783,ViT-B-16,0.15218176370174832,vtab/dmlab,commonpool_l_s1b_b8k,,,,0.816582361996921,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.14888937761161206,ViT-B-16,0.17122887312808746,vtab/dmlab,commonpool_l_text_s1b_b8k,,,,0.8139432592918407,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.14339124697602815,ViT-B-32,0.13988075739401765,vtab/dmlab,commonpool_m_basic_s128m_b4k,,,,0.7981526281064438,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.16934242357598417,ViT-B-32,0.16842762398340635,vtab/dmlab,commonpool_m_clip_s128m_b4k,,,,0.8270068176819881,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.15425555311194195,ViT-B-32,0.1557821435789347,vtab/dmlab,commonpool_m_image_s128m_b4k,,,,0.809368814603035,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.1335385968770618,ViT-B-32,0.1631183115376267,vtab/dmlab,commonpool_m_laion_s128m_b4k,,,,0.8061139212667693,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.1843853089949417,ViT-B-32,0.1624616178630991,vtab/dmlab,commonpool_m_s128m_b4k,,,,0.8276665933582582,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.18728832197053003,ViT-B-32,0.15553502744635317,vtab/dmlab,commonpool_m_text_s128m_b4k,,,,0.8376951836375632,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.14369914229162084,ViT-B-32,0.15556849871435494,vtab/dmlab,commonpool_s_basic_s13m_b4k,,,,0.8114361117220145,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.1717176160105564,ViT-B-32,0.15866274495446087,vtab/dmlab,commonpool_s_clip_s13m_b4k,,,,0.8519903232900814,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.212843633164724,ViT-B-32,0.1738208251232073,vtab/dmlab,commonpool_s_image_s13m_b4k,,,,0.8636023751924345,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.18398944358917968,ViT-B-32,0.16985213521056716,vtab/dmlab,commonpool_s_laion_s13m_b4k,,,,0.8568286782493952,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.17659995601495493,ViT-B-32,0.16434162538520627,vtab/dmlab,commonpool_s_s13m_b4k,,,,0.81873762920607,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.1616450406861667,ViT-B-32,0.17369844979513363,vtab/dmlab,commonpool_s_text_s13m_b4k,,,,0.7926984825159445,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.12993182318011876,ViT-L-14,0.15553844883034063,vtab/dmlab,commonpool_xl_clip_s13b_b90k,,,,0.8168902573125137,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.14603034968110842,ViT-L-14,0.15375968394752226,vtab/dmlab,commonpool_xl_laion_s13b_b90k,,,,0.8195733450626786,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.14695403562788653,ViT-L-14,0.13103654399969017,vtab/dmlab,commonpool_xl_s13b_b90k,,,,0.838003078953156,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.15421156806685726,ViT-B-16,0.1693332443366836,vtab/dmlab,datacomp_l_s1b_b8k,,,,0.8389707499450187,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.1547393886078733,ViT-B-32,0.17231606310458766,vtab/dmlab,datacomp_m_s128m_b4k,,,,0.8131075434352321,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.212843633164724,ViT-B-32,0.1738208251232073,vtab/dmlab,datacomp_s_s13m_b4k,,,,0.8636023751924345,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.12628106443809106,ViT-L-14,0.16918681378944558,vtab/dmlab,datacomp_xl_s13b_b90k,,,,0.7813063558390148,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.12566527380690565,xlm-roberta-large-ViT-H-14,0.1663701619775628,vtab/dmlab,frozen_laion5b_s13b_b90k,,,,0.7879920826918848,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.18882779854849352,ViT-B-32,0.16781817089581594,vtab/dmlab,laion2b_e16,,,,0.8201011656036947,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.12861227182757862,roberta-ViT-B-32,0.15951893733275677,vtab/dmlab,laion2b_s12b_b32k,,,,0.8142511546074335,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.19010336485594898,ViT-g-14,0.17461617340297977,vtab/dmlab,laion2b_s12b_b42k,,,,0.8465361776995821,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.20483835495931382,convnext_base_w,0.16440081029472767,vtab/dmlab,laion2b_s13b_b82k_augreg,,,,0.8473718935561909,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.20378271387728172,convnext_base_w,0.16010591256309517,vtab/dmlab,laion2b_s13b_b82k,,,,0.8223883879480977,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.20079173081152407,coca_ViT-B-32,0.1725001324974764,vtab/dmlab,laion2b_s13b_b90k,,,,0.8323290081372333,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.1536837475258412,convnext_large_d,0.15089117667053564,vtab/dmlab,laion2b_s26b_b102k_augreg,,,,0.812447767758962,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.15214427094787772,convnext_large_d_320,0.15962949454997058,vtab/dmlab,laion2b_s29b_b131k_ft,,,,0.8122278425335386,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.1538596877061799,convnext_large_d_320,0.164304214872905,vtab/dmlab,laion2b_s29b_b131k_ft_soup,,,,0.8150868704640423,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.1396525181438311,ViT-H-14,0.16508318001096398,vtab/dmlab,laion2b_s32b_b79k,,,,0.8274906531779195,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.2244556850670772,ViT-L-14,0.18152046542377367,vtab/dmlab,laion2b_s32b_b82k,,,,0.8739388607873323,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.1595337585221025,ViT-B-32,0.16723072913452955,vtab/dmlab,laion2b_s34b_b79k,,,,0.8230481636243677,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.21139212667692983,convnext_xxlarge,0.16940080206600686,vtab/dmlab,laion2b_s34b_b82k_augreg,,,,0.8179898834396305,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.17717176160105563,convnext_xxlarge,0.14709743822932542,vtab/dmlab,laion2b_s34b_b82k_augreg_rewind,,,,0.8072135473938861,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.19414998900373873,convnext_xxlarge,0.15954625768229425,vtab/dmlab,laion2b_s34b_b82k_augreg_soup,,,,0.8086210688365956,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.19973608972949197,ViT-B-16,0.17213648114483196,vtab/dmlab,laion2b_s34b_b88k,,,,0.84482076094128,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.12843633164723994,ViT-g-14,0.16096170217460484,vtab/dmlab,laion2b_s34b_b88k,,,,0.8127556630745546,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.16934242357598417,ViT-bigG-14,0.16240820741236436,vtab/dmlab,laion2b_s39b_b160k,,,,0.8168902573125137,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.148361557070596,ViT-B-16-plus-240,0.1491108263159122,vtab/dmlab,laion400m_e31,,,,0.81337145370574,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.15205630085770838,ViT-B-16,0.1745647950645807,vtab/dmlab,laion400m_e31,,,,0.8114361117220145,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.17299318231801186,ViT-B-32-quickgelu,0.15837968154469892,vtab/dmlab,laion400m_e31,,,,0.8591598856388828,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.17259731691224983,ViT-B-32,0.1694944050381727,vtab/dmlab,laion400m_e31,,,,0.8425335385968771,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.1864086210688366,ViT-L-14,0.19435951802367016,vtab/dmlab,laion400m_e31,,,,0.82608313173521,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.14814163184517265,ViT-B-16-plus-240,0.14997617387265746,vtab/dmlab,laion400m_e32,,,,0.8140752144270947,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.15086870464042226,ViT-B-16,0.17157294063065284,vtab/dmlab,laion400m_e32,,,,0.8094127996481196,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.17308115240818123,ViT-B-32-quickgelu,0.15942261389495152,vtab/dmlab,laion400m_e32,,,,0.8583681548273587,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.17312513745326588,ViT-B-32,0.17177645521297827,vtab/dmlab,laion400m_e32,,,,0.8410820321090829,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.18618869584341324,ViT-L-14,0.19306830182516166,vtab/dmlab,laion400m_e32,,,,0.8268308775016494,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.1744886738508907,convnext_base,0.18995205140573326,vtab/dmlab,laion400m_s13b_b51k,,,,0.8437211348141632,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.15926984825159446,xlm-roberta-base-ViT-B-32,0.14305108198681898,vtab/dmlab,laion5b_s13b_b90k,,,,0.834924125797229,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.21763800307895315,convnext_base_w_320,0.1711547046948795,vtab/dmlab,laion_aesthetic_s13b_b82k_augreg,,,,0.8284583241697823,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.20008797009016935,convnext_base_w_320,0.17857929968660588,vtab/dmlab,laion_aesthetic_s13b_b82k,,,,0.8201011656036947,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.17105784033428634,convnext_base_w,0.16051020047844217,vtab/dmlab,laion_aesthetic_s13b_b82k,,,,0.8089289641521883,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.13930063778315374,RN101-quickgelu,0.145147944224668,vtab/dmlab,openai,,,,0.7972289421596657,zeroshot_classification,RN101-quickgelu openai,
en,0.13930063778315374,RN101,0.145147944224668,vtab/dmlab,openai,,,,0.7972289421596657,zeroshot_classification,RN101 openai,
en,0.14497470859907632,RN50-quickgelu,0.16674132263827834,vtab/dmlab,openai,,,,0.797448867385089,zeroshot_classification,RN50-quickgelu openai,
en,0.14497470859907632,RN50,0.16674132263827834,vtab/dmlab,openai,,,,0.797448867385089,zeroshot_classification,RN50 openai,
en,0.14651418517703982,RN50x16,0.15588753645472966,vtab/dmlab,openai,,,,0.8119639322630305,zeroshot_classification,RN50x16 openai,
en,0.16173301077633603,RN50x4,0.1643367798466748,vtab/dmlab,openai,,,,0.8362876621948537,zeroshot_classification,RN50x4 openai,
en,0.1583021772597317,RN50x64,0.16499218551715367,vtab/dmlab,openai,,,,0.8233120738948757,zeroshot_classification,RN50x64 openai,
en,0.15513525401363537,ViT-B-16,0.16768302325686002,vtab/dmlab,openai,,,,0.841609852650099,zeroshot_classification,ViT-B-16 openai,
en,0.19269848251594457,ViT-B-32-quickgelu,0.16313811843152967,vtab/dmlab,openai,,,,0.8507147569826259,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.1922146470200132,ViT-B-32,0.16274026712943787,vtab/dmlab,openai,,,,0.8508467121178799,zeroshot_classification,ViT-B-32 openai,
en,0.15777435671871565,ViT-L-14-336,0.17077482873797822,vtab/dmlab,openai,,,,0.8018913569386409,zeroshot_classification,ViT-L-14-336 openai,
en,0.1636683527600616,ViT-L-14,0.17396144882278555,vtab/dmlab,openai,,,,0.8017594018033869,zeroshot_classification,ViT-L-14 openai,
en,0.21235979766879262,RN101-quickgelu,0.16796904889070063,vtab/dmlab,yfcc15m,,,,0.8211568066857269,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.15161645040686167,RN101,0.16663356040074476,vtab/dmlab,yfcc15m,,,,0.8028150428854189,zeroshot_classification,RN101 yfcc15m,
en,0.15667473059159887,RN50-quickgelu,0.16817428256264186,vtab/dmlab,yfcc15m,,,,0.8529140092368594,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.1703540796129316,RN50,0.1706324819775087,vtab/dmlab,yfcc15m,,,,0.8257752364196174,zeroshot_classification,RN50 yfcc15m,
en,0.027357313368055556,RN50-quickgelu,0.02774900711131653,vtab/dsprites_label_orientation,cc12m,,,,0.11626519097222222,zeroshot_classification,RN50-quickgelu cc12m,
en,0.023274739583333332,RN50,0.023683425393235903,vtab/dsprites_label_orientation,cc12m,,,,0.10918511284722222,zeroshot_classification,RN50 cc12m,
en,0.024427625868055556,ViT-B-16,0.025,vtab/dsprites_label_orientation,commonpool_l_basic_s1b_b8k,,,,0.1367865668402778,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.024726019965277776,ViT-B-16,0.025256512018394524,vtab/dsprites_label_orientation,commonpool_l_clip_s1b_b8k,,,,0.12188042534722222,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.019856770833333332,ViT-B-16,0.020680763443338534,vtab/dsprites_label_orientation,commonpool_l_image_s1b_b8k,,,,0.11943901909722222,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.021280924479166668,ViT-B-16,0.021471663468796913,vtab/dsprites_label_orientation,commonpool_l_laion_s1b_b8k,,,,0.1212158203125,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.026150173611111112,ViT-B-16,0.026552592968814258,vtab/dsprites_label_orientation,commonpool_l_s1b_b8k,,,,0.1286349826388889,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.024373372395833332,ViT-B-16,0.02495835646862854,vtab/dsprites_label_orientation,commonpool_l_text_s1b_b8k,,,,0.11946614583333333,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.029893663194444444,ViT-B-32,0.030160748969012642,vtab/dsprites_label_orientation,commonpool_m_basic_s128m_b4k,,,,0.13277180989583334,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.024970160590277776,ViT-B-32,0.02526011785077637,vtab/dsprites_label_orientation,commonpool_m_clip_s128m_b4k,,,,0.1155734592013889,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.029378255208333332,ViT-B-32,0.02860811920584679,vtab/dsprites_label_orientation,commonpool_m_image_s128m_b4k,,,,0.1309271918402778,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.026217990451388888,ViT-B-32,0.026680048960235302,vtab/dsprites_label_orientation,commonpool_m_laion_s128m_b4k,,,,0.12752278645833334,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.026706271701388888,ViT-B-32,0.027138325431549114,vtab/dsprites_label_orientation,commonpool_m_s128m_b4k,,,,0.1146511501736111,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.024658203125,ViT-B-32,0.02466588126373038,vtab/dsprites_label_orientation,commonpool_m_text_s128m_b4k,,,,0.11225043402777778,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.024888780381944444,ViT-B-32,0.02508979225866125,vtab/dsprites_label_orientation,commonpool_s_basic_s13m_b4k,,,,0.12348090277777778,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.028984917534722224,ViT-B-32,0.0288769763259063,vtab/dsprites_label_orientation,commonpool_s_clip_s13m_b4k,,,,0.1341281467013889,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.017239040798611112,ViT-B-32,0.0172710236570409,vtab/dsprites_label_orientation,commonpool_s_image_s13m_b4k,,,,0.11903211805555555,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.024753146701388888,ViT-B-32,0.024438671334834048,vtab/dsprites_label_orientation,commonpool_s_laion_s13m_b4k,,,,0.1281195746527778,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.026109483506944444,ViT-B-32,0.026601029447277824,vtab/dsprites_label_orientation,commonpool_s_s13m_b4k,,,,0.13260904947916666,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.025105794270833332,ViT-B-32,0.024999375648034283,vtab/dsprites_label_orientation,commonpool_s_text_s13m_b4k,,,,0.12251790364583333,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.02392578125,ViT-L-14,0.024551733567213595,vtab/dsprites_label_orientation,commonpool_xl_clip_s13b_b90k,,,,0.12022569444444445,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.0247802734375,ViT-L-14,0.025248694831720847,vtab/dsprites_label_orientation,commonpool_xl_laion_s13b_b90k,,,,0.1323513454861111,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.03125,ViT-L-14,0.03178693709191114,vtab/dsprites_label_orientation,commonpool_xl_s13b_b90k,,,,0.1316596137152778,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.025675455729166668,ViT-B-16,0.026189618255857923,vtab/dsprites_label_orientation,datacomp_l_s1b_b8k,,,,0.1271430121527778,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.016682942708333332,ViT-B-32,0.016890695748364003,vtab/dsprites_label_orientation,datacomp_m_s128m_b4k,,,,0.11962890625,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.017239040798611112,ViT-B-32,0.0172710236570409,vtab/dsprites_label_orientation,datacomp_s_s13m_b4k,,,,0.11903211805555555,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.027587890625,ViT-L-14,0.028055351067714535,vtab/dsprites_label_orientation,datacomp_xl_s13b_b90k,,,,0.12916395399305555,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.028944227430555556,xlm-roberta-large-ViT-H-14,0.029673708027439107,vtab/dsprites_label_orientation,frozen_laion5b_s13b_b90k,,,,0.11979166666666667,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.023410373263888888,ViT-B-32,0.02378889858433115,vtab/dsprites_label_orientation,laion2b_e16,,,,0.10761176215277778,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.025472005208333332,roberta-ViT-B-32,0.026041003807161806,vtab/dsprites_label_orientation,laion2b_s12b_b32k,,,,0.12147352430555555,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.030598958333333332,ViT-g-14,0.03112086656658259,vtab/dsprites_label_orientation,laion2b_s12b_b42k,,,,0.14369032118055555,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.017768012152777776,convnext_base_w,0.018372482471027584,vtab/dsprites_label_orientation,laion2b_s13b_b82k_augreg,,,,0.10777452256944445,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.022393120659722224,convnext_base_w,0.02289083690142855,vtab/dsprites_label_orientation,laion2b_s13b_b82k,,,,0.12925889756944445,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.030544704861111112,coca_ViT-B-32,0.03073047251208814,vtab/dsprites_label_orientation,laion2b_s13b_b90k,,,,0.12266710069444445,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.029730902777777776,convnext_large_d,0.030797572855302602,vtab/dsprites_label_orientation,laion2b_s26b_b102k_augreg,,,,0.1394585503472222,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.027994791666666668,convnext_large_d_320,0.028522557340944353,vtab/dsprites_label_orientation,laion2b_s29b_b131k_ft,,,,0.1358913845486111,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.026014539930555556,convnext_large_d_320,0.026681596479781428,vtab/dsprites_label_orientation,laion2b_s29b_b131k_ft_soup,,,,0.13993326822916666,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.026719835069444444,ViT-H-14,0.027226708730346355,vtab/dsprites_label_orientation,laion2b_s32b_b79k,,,,0.12632921006944445,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.019382052951388888,ViT-L-14,0.019821270739955755,vtab/dsprites_label_orientation,laion2b_s32b_b82k,,,,0.1042209201388889,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.03394911024305555,ViT-B-32,0.03430146606664489,vtab/dsprites_label_orientation,laion2b_s34b_b79k,,,,0.1417507595486111,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.013237847222222222,convnext_xxlarge,0.013531723377719804,vtab/dsprites_label_orientation,laion2b_s34b_b82k_augreg,,,,0.13557942708333334,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.027289496527777776,convnext_xxlarge,0.02687093128995831,vtab/dsprites_label_orientation,laion2b_s34b_b82k_augreg_rewind,,,,0.1321343315972222,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.023613823784722224,convnext_xxlarge,0.02260461107056939,vtab/dsprites_label_orientation,laion2b_s34b_b82k_augreg_soup,,,,0.1348334418402778,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.026814778645833332,ViT-B-16,0.02653351454582864,vtab/dsprites_label_orientation,laion2b_s34b_b88k,,,,0.12364366319444445,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.022121853298611112,ViT-g-14,0.022672601601229785,vtab/dsprites_label_orientation,laion2b_s34b_b88k,,,,0.11771647135416667,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.027262369791666668,ViT-bigG-14,0.027593079865163617,vtab/dsprites_label_orientation,laion2b_s39b_b160k,,,,0.12269422743055555,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.026163736979166668,ViT-B-16-plus-240,0.02637194082654933,vtab/dsprites_label_orientation,laion400m_e31,,,,0.12090386284722222,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.029893663194444444,ViT-B-16,0.03046480906704953,vtab/dsprites_label_orientation,laion400m_e31,,,,0.13448079427083334,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.019951714409722224,ViT-B-32-quickgelu,0.020367953863847522,vtab/dsprites_label_orientation,laion400m_e31,,,,0.11909993489583333,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.021023220486111112,ViT-B-32,0.021141789530907208,vtab/dsprites_label_orientation,laion400m_e31,,,,0.11983235677083333,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.026340060763888888,ViT-L-14,0.026763662482655853,vtab/dsprites_label_orientation,laion400m_e31,,,,0.1192626953125,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.026950412326388888,ViT-B-16-plus-240,0.027163305280749606,vtab/dsprites_label_orientation,laion400m_e32,,,,0.12042914496527778,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.028767903645833332,ViT-B-16,0.029305729334306047,vtab/dsprites_label_orientation,laion400m_e32,,,,0.1332058376736111,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.018663194444444444,ViT-B-32-quickgelu,0.019019173736315474,vtab/dsprites_label_orientation,laion400m_e32,,,,0.11915418836805555,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.020697699652777776,ViT-B-32,0.020788765629729058,vtab/dsprites_label_orientation,laion400m_e32,,,,0.1191677517361111,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.026041666666666668,ViT-L-14,0.02658597290653017,vtab/dsprites_label_orientation,laion400m_e32,,,,0.12042914496527778,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.013563368055555556,convnext_base,0.013641776085240583,vtab/dsprites_label_orientation,laion400m_s13b_b51k,,,,0.1091579861111111,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.025607638888888888,xlm-roberta-base-ViT-B-32,0.02636446829950439,vtab/dsprites_label_orientation,laion5b_s13b_b90k,,,,0.12672254774305555,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.022393120659722224,convnext_base_w_320,0.022981190139790022,vtab/dsprites_label_orientation,laion_aesthetic_s13b_b82k_augreg,,,,0.12198893229166667,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.020792643229166668,convnext_base_w_320,0.02191589864230483,vtab/dsprites_label_orientation,laion_aesthetic_s13b_b82k,,,,0.1264919704861111,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.031697591145833336,convnext_base_w,0.03190996903860817,vtab/dsprites_label_orientation,laion_aesthetic_s13b_b82k,,,,0.12226019965277778,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.020426432291666668,RN101-quickgelu,0.022581476326524318,vtab/dsprites_label_orientation,openai,,,,0.1092800564236111,zeroshot_classification,RN101-quickgelu openai,
en,0.020426432291666668,RN101,0.022581476326524318,vtab/dsprites_label_orientation,openai,,,,0.1092800564236111,zeroshot_classification,RN101 openai,
en,0.013454861111111112,RN50-quickgelu,0.01369469821980942,vtab/dsprites_label_orientation,openai,,,,0.14329698350694445,zeroshot_classification,RN50-quickgelu openai,
en,0.013454861111111112,RN50,0.01369469821980942,vtab/dsprites_label_orientation,openai,,,,0.14329698350694445,zeroshot_classification,RN50 openai,
en,0.0260009765625,RN50x16,0.025815177529791483,vtab/dsprites_label_orientation,openai,,,,0.1280517578125,zeroshot_classification,RN50x16 openai,
en,0.025485568576388888,RN50x4,0.02493312649740015,vtab/dsprites_label_orientation,openai,,,,0.1238064236111111,zeroshot_classification,RN50x4 openai,
en,0.025444878472222224,RN50x64,0.02573945245389785,vtab/dsprites_label_orientation,openai,,,,0.1156955295138889,zeroshot_classification,RN50x64 openai,
en,0.023328993055555556,ViT-B-16,0.022934141282542984,vtab/dsprites_label_orientation,openai,,,,0.11085340711805555,zeroshot_classification,ViT-B-16 openai,
en,0.024210611979166668,ViT-B-32-quickgelu,0.024176901865243204,vtab/dsprites_label_orientation,openai,,,,0.1200900607638889,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.024793836805555556,ViT-B-32,0.024445430698707537,vtab/dsprites_label_orientation,openai,,,,0.1205105251736111,zeroshot_classification,ViT-B-32 openai,
en,0.024373372395833332,ViT-L-14-336,0.02494447529150472,vtab/dsprites_label_orientation,openai,,,,0.1132541232638889,zeroshot_classification,ViT-L-14-336 openai,
en,0.023193359375,ViT-L-14,0.023798286701757956,vtab/dsprites_label_orientation,openai,,,,0.11345757378472222,zeroshot_classification,ViT-L-14 openai,
en,0.029446072048611112,RN101-quickgelu,0.02961076209385275,vtab/dsprites_label_orientation,yfcc15m,,,,0.1295166015625,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.025607638888888888,RN101,0.025632283525677025,vtab/dsprites_label_orientation,yfcc15m,,,,0.1270073784722222,zeroshot_classification,RN101 yfcc15m,
en,0.024726019965277776,RN50-quickgelu,0.025169095973645354,vtab/dsprites_label_orientation,yfcc15m,,,,0.1198459201388889,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.033976236979166664,RN50,0.033979535661379415,vtab/dsprites_label_orientation,yfcc15m,,,,0.1224636501736111,zeroshot_classification,RN50 yfcc15m,
en,0.025824652777777776,RN50-quickgelu,0.025812758933808286,vtab/dsprites_label_x_position,cc12m,,,,0.16353352864583334,zeroshot_classification,RN50-quickgelu cc12m,
en,0.032877604166666664,RN50,0.03303405369891077,vtab/dsprites_label_x_position,cc12m,,,,0.1638454861111111,zeroshot_classification,RN50 cc12m,
en,0.030666775173611112,ViT-B-16,0.03141025641025641,vtab/dsprites_label_x_position,commonpool_l_basic_s1b_b8k,,,,0.1650390625,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.03359646267361111,ViT-B-16,0.03217033380419314,vtab/dsprites_label_x_position,commonpool_l_clip_s1b_b8k,,,,0.15025499131944445,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.031806098090277776,ViT-B-16,0.03231560957868067,vtab/dsprites_label_x_position,commonpool_l_image_s1b_b8k,,,,0.17252604166666666,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.027913411458333332,ViT-B-16,0.02801930850149618,vtab/dsprites_label_x_position,commonpool_l_laion_s1b_b8k,,,,0.1527777777777778,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.030381944444444444,ViT-B-16,0.031123917959869858,vtab/dsprites_label_x_position,commonpool_l_s1b_b8k,,,,0.1543240017361111,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.03488498263888889,ViT-B-16,0.03520950704827029,vtab/dsprites_label_x_position,commonpool_l_text_s1b_b8k,,,,0.16444227430555555,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.026936848958333332,ViT-B-32,0.027185549592181106,vtab/dsprites_label_x_position,commonpool_m_basic_s128m_b4k,,,,0.1511501736111111,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.034125434027777776,ViT-B-32,0.03405159550258076,vtab/dsprites_label_x_position,commonpool_m_clip_s128m_b4k,,,,0.1692843967013889,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.03164333767361111,ViT-B-32,0.03191021077520842,vtab/dsprites_label_x_position,commonpool_m_image_s128m_b4k,,,,0.15894911024305555,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.029446072048611112,ViT-B-32,0.02996143901596826,vtab/dsprites_label_x_position,commonpool_m_laion_s128m_b4k,,,,0.15034993489583334,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.030490451388888888,ViT-B-32,0.0312361049355269,vtab/dsprites_label_x_position,commonpool_m_s128m_b4k,,,,0.16663953993055555,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.03407118055555555,ViT-B-32,0.03463416824657805,vtab/dsprites_label_x_position,commonpool_m_text_s128m_b4k,,,,0.17078993055555555,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.03257921006944445,ViT-B-32,0.03215035283459852,vtab/dsprites_label_x_position,commonpool_s_basic_s13m_b4k,,,,0.16246202256944445,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.020345052083333332,ViT-B-32,0.02081112677669752,vtab/dsprites_label_x_position,commonpool_s_clip_s13m_b4k,,,,0.136962890625,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.03610568576388889,ViT-B-32,0.03639235360671884,vtab/dsprites_label_x_position,commonpool_s_image_s13m_b4k,,,,0.162841796875,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.031494140625,ViT-B-32,0.03107539868553052,vtab/dsprites_label_x_position,commonpool_s_laion_s13m_b4k,,,,0.16307237413194445,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.028510199652777776,ViT-B-32,0.02849651582522484,vtab/dsprites_label_x_position,commonpool_s_s13m_b4k,,,,0.1527370876736111,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.0330810546875,ViT-B-32,0.03131841215444448,vtab/dsprites_label_x_position,commonpool_s_text_s13m_b4k,,,,0.1614040798611111,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.030924479166666668,ViT-L-14,0.03165829995615847,vtab/dsprites_label_x_position,commonpool_xl_clip_s13b_b90k,,,,0.1578097873263889,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.0296630859375,ViT-L-14,0.030467602060288142,vtab/dsprites_label_x_position,commonpool_xl_laion_s13b_b90k,,,,0.1521538628472222,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.030571831597222224,ViT-L-14,0.03127462178022698,vtab/dsprites_label_x_position,commonpool_xl_s13b_b90k,,,,0.1589084201388889,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.030504014756944444,ViT-B-16,0.031051525788287647,vtab/dsprites_label_x_position,datacomp_l_s1b_b8k,,,,0.14869520399305555,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.031426323784722224,ViT-B-32,0.03155022248311228,vtab/dsprites_label_x_position,datacomp_m_s128m_b4k,,,,0.15116373697916666,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.03610568576388889,ViT-B-32,0.03639235360671884,vtab/dsprites_label_x_position,datacomp_s_s13m_b4k,,,,0.162841796875,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.03200954861111111,ViT-L-14,0.03266246361205998,vtab/dsprites_label_x_position,datacomp_xl_s13b_b90k,,,,0.15550401475694445,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.0269775390625,xlm-roberta-large-ViT-H-14,0.027214904345484778,vtab/dsprites_label_x_position,frozen_laion5b_s13b_b90k,,,,0.15391710069444445,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.031046549479166668,ViT-B-32,0.03128204267947419,vtab/dsprites_label_x_position,laion2b_e16,,,,0.1599663628472222,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.028455946180555556,roberta-ViT-B-32,0.028292479735406988,vtab/dsprites_label_x_position,laion2b_s12b_b32k,,,,0.15101453993055555,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.03590223524305555,ViT-g-14,0.036776385287719926,vtab/dsprites_label_x_position,laion2b_s12b_b42k,,,,0.1624077690972222,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.03135850694444445,convnext_base_w,0.031168926739693525,vtab/dsprites_label_x_position,laion2b_s13b_b82k_augreg,,,,0.1502414279513889,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.03370496961805555,convnext_base_w,0.03313498180000299,vtab/dsprites_label_x_position,laion2b_s13b_b82k,,,,0.15840657552083334,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.029025607638888888,coca_ViT-B-32,0.029098576891131198,vtab/dsprites_label_x_position,laion2b_s13b_b90k,,,,0.1434597439236111,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.029744466145833332,convnext_large_d,0.029788180943252366,vtab/dsprites_label_x_position,laion2b_s26b_b102k_augreg,,,,0.14957682291666666,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.029622395833333332,convnext_large_d_320,0.029004801525021762,vtab/dsprites_label_x_position,laion2b_s29b_b131k_ft,,,,0.15376790364583334,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.027899848090277776,convnext_large_d_320,0.028033772813050525,vtab/dsprites_label_x_position,laion2b_s29b_b131k_ft_soup,,,,0.1556667751736111,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.03173828125,ViT-H-14,0.03142692439679444,vtab/dsprites_label_x_position,laion2b_s32b_b79k,,,,0.15648057725694445,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.031792534722222224,ViT-L-14,0.032521889425286096,vtab/dsprites_label_x_position,laion2b_s32b_b82k,,,,0.16139051649305555,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.029337565104166668,ViT-B-32,0.02908175567173902,vtab/dsprites_label_x_position,laion2b_s34b_b79k,,,,0.14778645833333334,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.03305392795138889,convnext_xxlarge,0.032880390487350565,vtab/dsprites_label_x_position,laion2b_s34b_b82k_augreg,,,,0.156494140625,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.028862847222222224,convnext_xxlarge,0.029109870259457105,vtab/dsprites_label_x_position,laion2b_s34b_b82k_augreg_rewind,,,,0.14908854166666666,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.029635959201388888,convnext_xxlarge,0.029453818933671386,vtab/dsprites_label_x_position,laion2b_s34b_b82k_augreg_soup,,,,0.1533881293402778,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.033162434895833336,ViT-B-16,0.03310397716080084,vtab/dsprites_label_x_position,laion2b_s34b_b88k,,,,0.1589626736111111,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.03333875868055555,ViT-g-14,0.033770041564888574,vtab/dsprites_label_x_position,laion2b_s34b_b88k,,,,0.16280110677083334,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.034871419270833336,ViT-bigG-14,0.034551634369459024,vtab/dsprites_label_x_position,laion2b_s39b_b160k,,,,0.1641574435763889,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.04066297743055555,ViT-B-16-plus-240,0.03983574749252878,vtab/dsprites_label_x_position,laion400m_e31,,,,0.1646728515625,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.031426323784722224,ViT-B-16,0.03185334623951083,vtab/dsprites_label_x_position,laion400m_e31,,,,0.15684678819444445,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.0284423828125,ViT-B-32-quickgelu,0.02902832610394325,vtab/dsprites_label_x_position,laion400m_e31,,,,0.15242513020833334,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.032552083333333336,ViT-B-32,0.032267276296712076,vtab/dsprites_label_x_position,laion400m_e31,,,,0.1685791015625,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.029730902777777776,ViT-L-14,0.030280115903280076,vtab/dsprites_label_x_position,laion400m_e31,,,,0.143798828125,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.04367404513888889,ViT-B-16-plus-240,0.04278619323372998,vtab/dsprites_label_x_position,laion400m_e32,,,,0.1597629123263889,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.03162977430555555,ViT-B-16,0.03222327042074717,vtab/dsprites_label_x_position,laion400m_e32,,,,0.15681966145833334,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.027492947048611112,ViT-B-32-quickgelu,0.02804148598257563,vtab/dsprites_label_x_position,laion400m_e32,,,,0.15089246961805555,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.033243815104166664,ViT-B-32,0.032792531657125826,vtab/dsprites_label_x_position,laion400m_e32,,,,0.167724609375,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.029839409722222224,ViT-L-14,0.030315153670765135,vtab/dsprites_label_x_position,laion400m_e32,,,,0.1423882378472222,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.04102918836805555,convnext_base,0.04154404337389805,vtab/dsprites_label_x_position,laion400m_s13b_b51k,,,,0.16072591145833334,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.030287000868055556,xlm-roberta-base-ViT-B-32,0.030145497678262093,vtab/dsprites_label_x_position,laion5b_s13b_b90k,,,,0.15592447916666666,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.027248806423611112,convnext_base_w_320,0.026821139786561393,vtab/dsprites_label_x_position,laion_aesthetic_s13b_b82k_augreg,,,,0.15348307291666666,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.028089735243055556,convnext_base_w_320,0.0279374629769195,vtab/dsprites_label_x_position,laion_aesthetic_s13b_b82k,,,,0.15250651041666666,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.03224012586805555,convnext_base_w,0.03255586219662528,vtab/dsprites_label_x_position,laion_aesthetic_s13b_b82k,,,,0.1578369140625,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.030870225694444444,RN101-quickgelu,0.030554169821053107,vtab/dsprites_label_x_position,openai,,,,0.1580539279513889,zeroshot_classification,RN101-quickgelu openai,
en,0.030870225694444444,RN101,0.030554169821053107,vtab/dsprites_label_x_position,openai,,,,0.1580539279513889,zeroshot_classification,RN101 openai,
en,0.03354220920138889,RN50-quickgelu,0.03357791661951803,vtab/dsprites_label_x_position,openai,,,,0.167724609375,zeroshot_classification,RN50-quickgelu openai,
en,0.03354220920138889,RN50,0.03357791661951803,vtab/dsprites_label_x_position,openai,,,,0.167724609375,zeroshot_classification,RN50 openai,
en,0.030259874131944444,RN50x16,0.031007652982473283,vtab/dsprites_label_x_position,openai,,,,0.15291341145833334,zeroshot_classification,RN50x16 openai,
en,0.030504014756944444,RN50x4,0.03125,vtab/dsprites_label_x_position,openai,,,,0.154052734375,zeroshot_classification,RN50x4 openai,
en,0.035237630208333336,RN50x64,0.035708243538279755,vtab/dsprites_label_x_position,openai,,,,0.15950520833333334,zeroshot_classification,RN50x64 openai,
en,0.029378255208333332,ViT-B-16,0.02969195467325136,vtab/dsprites_label_x_position,openai,,,,0.15101453993055555,zeroshot_classification,ViT-B-16 openai,
en,0.03554958767361111,ViT-B-32-quickgelu,0.03479554610528784,vtab/dsprites_label_x_position,openai,,,,0.17225477430555555,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.03622775607638889,ViT-B-32,0.035758502360333226,vtab/dsprites_label_x_position,openai,,,,0.1740993923611111,zeroshot_classification,ViT-B-32 openai,
en,0.031901041666666664,ViT-L-14-336,0.032573905323695126,vtab/dsprites_label_x_position,openai,,,,0.14744737413194445,zeroshot_classification,ViT-L-14-336 openai,
en,0.032158745659722224,ViT-L-14,0.03284958371174519,vtab/dsprites_label_x_position,openai,,,,0.1491970486111111,zeroshot_classification,ViT-L-14 openai,
en,0.03187391493055555,RN101-quickgelu,0.03228090746145438,vtab/dsprites_label_x_position,yfcc15m,,,,0.16209581163194445,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.031901041666666664,RN101,0.031191656617889262,vtab/dsprites_label_x_position,yfcc15m,,,,0.1671142578125,zeroshot_classification,RN101 yfcc15m,
en,0.035319010416666664,RN50-quickgelu,0.035298285602064425,vtab/dsprites_label_x_position,yfcc15m,,,,0.16441514756944445,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.0284423828125,RN50,0.028565492578409533,vtab/dsprites_label_x_position,yfcc15m,,,,0.1595458984375,zeroshot_classification,RN50 yfcc15m,
en,0.1925531914893617,RN50-quickgelu,0.19095744680851062,vtab/dtd,cc12m,,,,0.42021276595744683,zeroshot_classification,RN50-quickgelu cc12m,
en,0.20797872340425533,RN50,0.2074468085106383,vtab/dtd,cc12m,,,,0.4148936170212766,zeroshot_classification,RN50 cc12m,
en,0.41329787234042553,ViT-B-16,0.4138297872340425,vtab/dtd,commonpool_l_basic_s1b_b8k,,,,0.7111702127659575,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.4521276595744681,ViT-B-16,0.451063829787234,vtab/dtd,commonpool_l_clip_s1b_b8k,,,,0.7335106382978723,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.41595744680851066,ViT-B-16,0.41595744680851066,vtab/dtd,commonpool_l_image_s1b_b8k,,,,0.6872340425531915,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.4148936170212766,ViT-B-16,0.41436170212765955,vtab/dtd,commonpool_l_laion_s1b_b8k,,,,0.7026595744680851,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.3382978723404255,ViT-B-16,0.3382978723404255,vtab/dtd,commonpool_l_s1b_b8k,,,,0.6265957446808511,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.3946808510638298,ViT-B-16,0.3946808510638297,vtab/dtd,commonpool_l_text_s1b_b8k,,,,0.698936170212766,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.19680851063829788,ViT-B-32,0.19627659574468087,vtab/dtd,commonpool_m_basic_s128m_b4k,,,,0.43457446808510636,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.2175531914893617,ViT-B-32,0.21702127659574472,vtab/dtd,commonpool_m_clip_s128m_b4k,,,,0.4372340425531915,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.19095744680851065,ViT-B-32,0.19042553191489361,vtab/dtd,commonpool_m_image_s128m_b4k,,,,0.42659574468085104,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.20319148936170212,ViT-B-32,0.2026595744680851,vtab/dtd,commonpool_m_laion_s128m_b4k,,,,0.4228723404255319,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.16117021276595744,ViT-B-32,0.1606382978723404,vtab/dtd,commonpool_m_s128m_b4k,,,,0.3627659574468085,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.2,ViT-B-32,0.199468085106383,vtab/dtd,commonpool_m_text_s128m_b4k,,,,0.40691489361702127,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.05531914893617021,ViT-B-32,0.05585106382978723,vtab/dtd,commonpool_s_basic_s13m_b4k,,,,0.18617021276595744,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.07819148936170213,ViT-B-32,0.07819148936170213,vtab/dtd,commonpool_s_clip_s13m_b4k,,,,0.20585106382978724,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.052659574468085106,ViT-B-32,0.05265957446808509,vtab/dtd,commonpool_s_image_s13m_b4k,,,,0.17127659574468085,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.05531914893617021,ViT-B-32,0.0553191489361702,vtab/dtd,commonpool_s_laion_s13m_b4k,,,,0.18351063829787234,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.0574468085106383,ViT-B-32,0.05744680851063829,vtab/dtd,commonpool_s_s13m_b4k,,,,0.175,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.06702127659574468,ViT-B-32,0.0670212765957447,vtab/dtd,commonpool_s_text_s13m_b4k,,,,0.19627659574468084,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.652127659574468,ViT-L-14,0.6521276595744682,vtab/dtd,commonpool_xl_clip_s13b_b90k,,,,0.925,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.6191489361702127,ViT-L-14,0.6180851063829785,vtab/dtd,commonpool_xl_laion_s13b_b90k,,,,0.9106382978723404,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.6202127659574468,ViT-L-14,0.6202127659574469,vtab/dtd,commonpool_xl_s13b_b90k,,,,0.8803191489361702,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.46914893617021275,ViT-B-16,0.4691489361702128,vtab/dtd,datacomp_l_s1b_b8k,,,,0.7601063829787233,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.21223404255319148,ViT-B-32,0.21223404255319148,vtab/dtd,datacomp_m_s128m_b4k,,,,0.4324468085106383,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.052659574468085106,ViT-B-32,0.05265957446808509,vtab/dtd,datacomp_s_s13m_b4k,,,,0.17127659574468085,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.6648936170212766,ViT-L-14,0.6648936170212766,vtab/dtd,datacomp_xl_s13b_b90k,,,,0.925531914893617,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6936170212765957,xlm-roberta-large-ViT-H-14,0.6920212765957447,vtab/dtd,frozen_laion5b_s13b_b90k,,,,0.9218085106382978,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.5388297872340425,ViT-B-32,0.5388297872340425,vtab/dtd,laion2b_e16,,,,0.8388297872340426,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.5914893617021276,roberta-ViT-B-32,0.5930851063829787,vtab/dtd,laion2b_s12b_b32k,,,,0.8872340425531915,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.6824468085106383,ViT-g-14,0.6819148936170212,vtab/dtd,laion2b_s12b_b42k,,,,0.924468085106383,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.6143617021276596,convnext_base_w,0.6154255319148937,vtab/dtd,laion2b_s13b_b82k_augreg,,,,0.9026595744680851,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.5962765957446808,convnext_base_w,0.5952127659574468,vtab/dtd,laion2b_s13b_b82k,,,,0.8861702127659574,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.5382978723404256,coca_ViT-B-32,0.5382978723404255,vtab/dtd,laion2b_s13b_b90k,,,,0.847872340425532,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.6728723404255319,convnext_large_d,0.672872340425532,vtab/dtd,laion2b_s26b_b102k_augreg,,,,0.926063829787234,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.6845744680851064,convnext_large_d_320,0.6845744680851064,vtab/dtd,laion2b_s29b_b131k_ft,,,,0.9329787234042554,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.6840425531914893,convnext_large_d_320,0.6840425531914893,vtab/dtd,laion2b_s29b_b131k_ft_soup,,,,0.9420212765957446,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.6781914893617021,ViT-H-14,0.6781914893617019,vtab/dtd,laion2b_s32b_b79k,,,,0.923936170212766,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.6292553191489362,ViT-L-14,0.6292553191489362,vtab/dtd,laion2b_s32b_b82k,,,,0.9090425531914894,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.5569148936170213,ViT-B-32,0.5563829787234043,vtab/dtd,laion2b_s34b_b79k,,,,0.8627659574468085,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.7079787234042553,convnext_xxlarge,0.7090425531914895,vtab/dtd,laion2b_s34b_b82k_augreg,,,,0.9452127659574469,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.7021276595744681,convnext_xxlarge,0.702659574468085,vtab/dtd,laion2b_s34b_b82k_augreg_rewind,,,,0.9452127659574469,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.7058510638297872,convnext_xxlarge,0.7063829787234042,vtab/dtd,laion2b_s34b_b82k_augreg_soup,,,,0.950531914893617,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.5632978723404255,ViT-B-16,0.5632978723404256,vtab/dtd,laion2b_s34b_b88k,,,,0.8579787234042553,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.6851063829787234,ViT-g-14,0.6856382978723404,vtab/dtd,laion2b_s34b_b88k,,,,0.9281914893617021,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.6872340425531915,ViT-bigG-14,0.6877659574468086,vtab/dtd,laion2b_s39b_b160k,,,,0.9313829787234043,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.5547872340425531,ViT-B-16-plus-240,0.5547872340425531,vtab/dtd,laion400m_e31,,,,0.8569148936170212,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.5138297872340426,ViT-B-16,0.5138297872340425,vtab/dtd,laion400m_e31,,,,0.7776595744680851,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.5430851063829787,ViT-B-32-quickgelu,0.5446808510638298,vtab/dtd,laion400m_e31,,,,0.8351063829787234,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.5207446808510638,ViT-B-32,0.5212765957446808,vtab/dtd,laion400m_e31,,,,0.8186170212765957,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.5968085106382979,ViT-L-14,0.5973404255319149,vtab/dtd,laion400m_e31,,,,0.8877659574468085,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.5547872340425531,ViT-B-16-plus-240,0.5553191489361703,vtab/dtd,laion400m_e32,,,,0.8547872340425532,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.5127659574468085,ViT-B-16,0.5122340425531915,vtab/dtd,laion400m_e32,,,,0.7792553191489362,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.5462765957446809,ViT-B-32-quickgelu,0.5473404255319149,vtab/dtd,laion400m_e32,,,,0.8356382978723405,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.5234042553191489,ViT-B-32,0.5234042553191489,vtab/dtd,laion400m_e32,,,,0.8207446808510638,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.6047872340425532,ViT-L-14,0.6053191489361702,vtab/dtd,laion400m_e32,,,,0.8877659574468085,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.5393617021276595,convnext_base,0.5398936170212766,vtab/dtd,laion400m_s13b_b51k,,,,0.8452127659574468,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.6042553191489362,xlm-roberta-base-ViT-B-32,0.6042553191489363,vtab/dtd,laion5b_s13b_b90k,,,,0.8760638297872341,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.6069148936170212,convnext_base_w_320,0.6074468085106383,vtab/dtd,laion_aesthetic_s13b_b82k_augreg,,,,0.8845744680851064,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.5925531914893617,convnext_base_w_320,0.5936170212765958,vtab/dtd,laion_aesthetic_s13b_b82k,,,,0.8840425531914894,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.6218085106382979,convnext_base_w,0.6223404255319149,vtab/dtd,laion_aesthetic_s13b_b82k,,,,0.8888297872340426,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.4319148936170213,RN101-quickgelu,0.4335106382978724,vtab/dtd,openai,,,,0.7452127659574468,zeroshot_classification,RN101-quickgelu openai,
en,0.4319148936170213,RN101,0.4335106382978724,vtab/dtd,openai,,,,0.7452127659574468,zeroshot_classification,RN101 openai,
en,0.4154255319148936,RN50-quickgelu,0.4154255319148937,vtab/dtd,openai,,,,0.7351063829787234,zeroshot_classification,RN50-quickgelu openai,
en,0.4154255319148936,RN50,0.4154255319148937,vtab/dtd,openai,,,,0.7351063829787234,zeroshot_classification,RN50 openai,
en,0.5260638297872341,RN50x16,0.5265957446808511,vtab/dtd,openai,,,,0.8026595744680851,zeroshot_classification,RN50x16 openai,
en,0.48617021276595745,RN50x4,0.4861702127659574,vtab/dtd,openai,,,,0.8111702127659575,zeroshot_classification,RN50x4 openai,
en,0.5324468085106383,RN50x64,0.5324468085106383,vtab/dtd,openai,,,,0.8526595744680852,zeroshot_classification,RN50x64 openai,
en,0.449468085106383,ViT-B-16,0.45053191489361705,vtab/dtd,openai,,,,0.7585106382978724,zeroshot_classification,ViT-B-16 openai,
en,0.4441489361702128,ViT-B-32-quickgelu,0.44361702127659586,vtab/dtd,openai,,,,0.7664893617021277,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.4425531914893617,ViT-B-32,0.44468085106382993,vtab/dtd,openai,,,,0.7659574468085106,zeroshot_classification,ViT-B-32 openai,
en,0.5558510638297872,ViT-L-14-336,0.5569148936170212,vtab/dtd,openai,,,,0.8372340425531914,zeroshot_classification,ViT-L-14-336 openai,
en,0.5531914893617021,ViT-L-14,0.5526595744680851,vtab/dtd,openai,,,,0.8367021276595744,zeroshot_classification,ViT-L-14 openai,
en,0.18617021276595744,RN101-quickgelu,0.18617021276595744,vtab/dtd,yfcc15m,,,,0.4154255319148936,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.18882978723404256,RN101,0.1888297872340426,vtab/dtd,yfcc15m,,,,0.4228723404255319,zeroshot_classification,RN101 yfcc15m,
en,0.1723404255319149,RN50-quickgelu,0.1723404255319149,vtab/dtd,yfcc15m,,,,0.40585106382978725,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.17446808510638298,RN50,0.174468085106383,vtab/dtd,yfcc15m,,,,0.39095744680851063,zeroshot_classification,RN50 yfcc15m,
en,0.21518518518518517,RN50-quickgelu,0.21283260404925852,vtab/eurosat,cc12m,,,,0.5666666666666667,zeroshot_classification,RN50-quickgelu cc12m,
en,0.22055555555555556,RN50,0.22055197759989903,vtab/eurosat,cc12m,,,,0.5253703703703704,zeroshot_classification,RN50 cc12m,
en,0.3824074074074074,ViT-B-16,0.3892404368821728,vtab/eurosat,commonpool_l_basic_s1b_b8k,,,,0.7662962962962963,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.4725925925925926,ViT-B-16,0.4834967075630229,vtab/eurosat,commonpool_l_clip_s1b_b8k,,,,0.9453703703703704,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.3212962962962963,ViT-B-16,0.3158448159724607,vtab/eurosat,commonpool_l_image_s1b_b8k,,,,0.9014814814814814,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.4090740740740741,ViT-B-16,0.42233545706812636,vtab/eurosat,commonpool_l_laion_s1b_b8k,,,,0.8568518518518519,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.3348148148148148,ViT-B-16,0.34076203752464773,vtab/eurosat,commonpool_l_s1b_b8k,,,,0.8333333333333334,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.3825925925925926,ViT-B-16,0.3774161384362002,vtab/eurosat,commonpool_l_text_s1b_b8k,,,,0.8396296296296296,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.21962962962962962,ViT-B-32,0.21768556376204767,vtab/eurosat,commonpool_m_basic_s128m_b4k,,,,0.7896296296296297,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.26,ViT-B-32,0.26488996843906426,vtab/eurosat,commonpool_m_clip_s128m_b4k,,,,0.75,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.22648148148148148,ViT-B-32,0.21640226237576526,vtab/eurosat,commonpool_m_image_s128m_b4k,,,,0.6837037037037037,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.18851851851851853,ViT-B-32,0.2115262201158415,vtab/eurosat,commonpool_m_laion_s128m_b4k,,,,0.6598148148148149,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.255,ViT-B-32,0.2462034706037656,vtab/eurosat,commonpool_m_s128m_b4k,,,,0.6885185185185185,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.3592592592592593,ViT-B-32,0.34957015860225793,vtab/eurosat,commonpool_m_text_s128m_b4k,,,,0.8222222222222222,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.0587037037037037,ViT-B-32,0.062466091905817624,vtab/eurosat,commonpool_s_basic_s13m_b4k,,,,0.48685185185185187,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.2075925925925926,ViT-B-32,0.2026785132430855,vtab/eurosat,commonpool_s_clip_s13m_b4k,,,,0.6638888888888889,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.15888888888888889,ViT-B-32,0.16220105334347792,vtab/eurosat,commonpool_s_image_s13m_b4k,,,,0.6135185185185185,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.1575925925925926,ViT-B-32,0.14923856738716781,vtab/eurosat,commonpool_s_laion_s13m_b4k,,,,0.6194444444444445,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.1487037037037037,ViT-B-32,0.1416339970744914,vtab/eurosat,commonpool_s_s13m_b4k,,,,0.5174074074074074,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.08981481481481482,ViT-B-32,0.09258356004308735,vtab/eurosat,commonpool_s_text_s13m_b4k,,,,0.5825925925925926,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.6688888888888889,ViT-L-14,0.6848777766933076,vtab/eurosat,commonpool_xl_clip_s13b_b90k,,,,0.9790740740740741,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.7383333333333333,ViT-L-14,0.7476466678223128,vtab/eurosat,commonpool_xl_laion_s13b_b90k,,,,0.9859259259259259,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.6892592592592592,ViT-L-14,0.6947830902302925,vtab/eurosat,commonpool_xl_s13b_b90k,,,,0.9833333333333333,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.49925925925925924,ViT-B-16,0.48977408163048686,vtab/eurosat,datacomp_l_s1b_b8k,,,,0.914074074074074,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.33870370370370373,ViT-B-32,0.33209697994940945,vtab/eurosat,datacomp_m_s128m_b4k,,,,0.7374074074074074,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.15888888888888889,ViT-B-32,0.16220105334347792,vtab/eurosat,datacomp_s_s13m_b4k,,,,0.6135185185185185,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.7124074074074074,ViT-L-14,0.7232375962465684,vtab/eurosat,datacomp_xl_s13b_b90k,,,,0.9822222222222222,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6788888888888889,xlm-roberta-large-ViT-H-14,0.6894276381477632,vtab/eurosat,frozen_laion5b_s13b_b90k,,,,0.9681481481481482,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.5018518518518519,ViT-B-32,0.5111148754584502,vtab/eurosat,laion2b_e16,,,,0.9592592592592593,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.5209259259259259,roberta-ViT-B-32,0.5341318486323109,vtab/eurosat,laion2b_s12b_b32k,,,,0.9694444444444444,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.6481481481481481,ViT-g-14,0.6472964543766464,vtab/eurosat,laion2b_s12b_b42k,,,,0.9790740740740741,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.482962962962963,convnext_base_w,0.5068802385574621,vtab/eurosat,laion2b_s13b_b82k_augreg,,,,0.9327777777777778,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.5683333333333334,convnext_base_w,0.5847978869290439,vtab/eurosat,laion2b_s13b_b82k,,,,0.9674074074074074,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.46185185185185185,coca_ViT-B-32,0.4635706198166768,vtab/eurosat,laion2b_s13b_b90k,,,,0.9318518518518518,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.6962962962962963,convnext_large_d,0.7046579239107084,vtab/eurosat,laion2b_s26b_b102k_augreg,,,,0.9842592592592593,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.7124074074074074,convnext_large_d_320,0.7226420308722336,vtab/eurosat,laion2b_s29b_b131k_ft,,,,0.9861111111111112,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.715925925925926,convnext_large_d_320,0.7233198686682749,vtab/eurosat,laion2b_s29b_b131k_ft_soup,,,,0.9879629629629629,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.7257407407407407,ViT-H-14,0.7301738570022969,vtab/eurosat,laion2b_s32b_b79k,,,,0.9555555555555556,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.6462962962962963,ViT-L-14,0.6599225529019563,vtab/eurosat,laion2b_s32b_b82k,,,,0.9564814814814815,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.48018518518518516,ViT-B-32,0.49223324559304044,vtab/eurosat,laion2b_s34b_b79k,,,,0.9351851851851852,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.6038888888888889,convnext_xxlarge,0.6305213425685736,vtab/eurosat,laion2b_s34b_b82k_augreg,,,,0.925,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.6344444444444445,convnext_xxlarge,0.6572793293288711,vtab/eurosat,laion2b_s34b_b82k_augreg_rewind,,,,0.9438888888888889,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.6127777777777778,convnext_xxlarge,0.6402933656194669,vtab/eurosat,laion2b_s34b_b82k_augreg_soup,,,,0.9262962962962963,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.5338888888888889,ViT-B-16,0.5516760570571468,vtab/eurosat,laion2b_s34b_b88k,,,,0.8968518518518519,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.6533333333333333,ViT-g-14,0.6623506371062353,vtab/eurosat,laion2b_s34b_b88k,,,,0.9607407407407408,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.6931481481481482,ViT-bigG-14,0.6921918302342435,vtab/eurosat,laion2b_s39b_b160k,,,,0.9887037037037038,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.5696296296296296,ViT-B-16-plus-240,0.5774461438438748,vtab/eurosat,laion400m_e31,,,,0.947037037037037,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.5042592592592593,ViT-B-16,0.514766552908793,vtab/eurosat,laion400m_e31,,,,0.9159259259259259,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.5094444444444445,ViT-B-32-quickgelu,0.5215411794943183,vtab/eurosat,laion400m_e31,,,,0.919074074074074,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.4696296296296296,ViT-B-32,0.4820642929959395,vtab/eurosat,laion400m_e31,,,,0.9007407407407407,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.6314814814814815,ViT-L-14,0.6425651005685113,vtab/eurosat,laion400m_e31,,,,0.960925925925926,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.5816666666666667,ViT-B-16-plus-240,0.5901072014546398,vtab/eurosat,laion400m_e32,,,,0.9533333333333334,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.5014814814814815,ViT-B-16,0.5119325589527416,vtab/eurosat,laion400m_e32,,,,0.9188888888888889,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.5146296296296297,ViT-B-32-quickgelu,0.526420373140126,vtab/eurosat,laion400m_e32,,,,0.9209259259259259,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.47555555555555556,ViT-B-32,0.4877097960525357,vtab/eurosat,laion400m_e32,,,,0.9037037037037037,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.6224074074074074,ViT-L-14,0.6331942237255866,vtab/eurosat,laion400m_e32,,,,0.9588888888888889,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.4853703703703704,convnext_base,0.4937848811781736,vtab/eurosat,laion400m_s13b_b51k,,,,0.8901851851851852,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.600925925925926,xlm-roberta-base-ViT-B-32,0.604957774175791,vtab/eurosat,laion5b_s13b_b90k,,,,0.9503703703703704,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.5125925925925926,convnext_base_w_320,0.5286664245525113,vtab/eurosat,laion_aesthetic_s13b_b82k_augreg,,,,0.9394444444444444,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.352962962962963,convnext_base_w_320,0.367688837740253,vtab/eurosat,laion_aesthetic_s13b_b82k,,,,0.8183333333333334,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.45037037037037037,convnext_base_w,0.4735861373668704,vtab/eurosat,laion_aesthetic_s13b_b82k,,,,0.8685185185185185,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.31407407407407406,RN101-quickgelu,0.3201336189527714,vtab/eurosat,openai,,,,0.8216666666666667,zeroshot_classification,RN101-quickgelu openai,
en,0.31407407407407406,RN101,0.3201336189527714,vtab/eurosat,openai,,,,0.8216666666666667,zeroshot_classification,RN101 openai,
en,0.4087037037037037,RN50-quickgelu,0.4117941093704326,vtab/eurosat,openai,,,,0.9292592592592592,zeroshot_classification,RN50-quickgelu openai,
en,0.4087037037037037,RN50,0.4117941093704326,vtab/eurosat,openai,,,,0.9292592592592592,zeroshot_classification,RN50 openai,
en,0.43296296296296294,RN50x16,0.4315708676183088,vtab/eurosat,openai,,,,0.8579629629629629,zeroshot_classification,RN50x16 openai,
en,0.3348148148148148,RN50x4,0.3432211463507943,vtab/eurosat,openai,,,,0.8125925925925926,zeroshot_classification,RN50x4 openai,
en,0.5775925925925925,RN50x64,0.5832180635505215,vtab/eurosat,openai,,,,0.9390740740740741,zeroshot_classification,RN50x64 openai,
en,0.5581481481481482,ViT-B-16,0.5544672812274959,vtab/eurosat,openai,,,,0.8814814814814815,zeroshot_classification,ViT-B-16 openai,
en,0.5042592592592593,ViT-B-32-quickgelu,0.4889704886583436,vtab/eurosat,openai,,,,0.9235185185185185,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.5046296296296297,ViT-B-32,0.489350085399294,vtab/eurosat,openai,,,,0.924074074074074,zeroshot_classification,ViT-B-32 openai,
en,0.6140740740740741,ViT-L-14-336,0.6286025394301963,vtab/eurosat,openai,,,,0.9603703703703703,zeroshot_classification,ViT-L-14-336 openai,
en,0.6266666666666667,ViT-L-14,0.6399737480155034,vtab/eurosat,openai,,,,0.9594444444444444,zeroshot_classification,ViT-L-14 openai,
en,0.20314814814814816,RN101-quickgelu,0.19964207697159653,vtab/eurosat,yfcc15m,,,,0.7279629629629629,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.20796296296296296,RN101,0.2017961652330682,vtab/eurosat,yfcc15m,,,,0.7770370370370371,zeroshot_classification,RN101 yfcc15m,
en,0.16055555555555556,RN50-quickgelu,0.15544302644850885,vtab/eurosat,yfcc15m,,,,0.6694444444444444,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.18222222222222223,RN50,0.17666189977573513,vtab/eurosat,yfcc15m,,,,0.6609259259259259,zeroshot_classification,RN50 yfcc15m,
en,0.2616685639941454,RN50-quickgelu,0.23733884987171427,vtab/flowers,cc12m,,,,0.4939014473898195,zeroshot_classification,RN50-quickgelu cc12m,
en,0.26914945519596684,RN50,0.24684991792933997,vtab/flowers,cc12m,,,,0.4826801105870873,zeroshot_classification,RN50 cc12m,
en,0.4669051878354204,ViT-B-16,0.4334340966721523,vtab/flowers,commonpool_l_basic_s1b_b8k,,,,0.7315010570824524,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.5731013172873638,ViT-B-16,0.5682074710137407,vtab/flowers,commonpool_l_clip_s1b_b8k,,,,0.8041958041958042,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.5165067490648886,ViT-B-16,0.4812973580910014,vtab/flowers,commonpool_l_image_s1b_b8k,,,,0.7893966498617662,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.5339079525126037,ViT-B-16,0.5014208879051676,vtab/flowers,commonpool_l_laion_s1b_b8k,,,,0.7752480078061473,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.3933973003740446,ViT-B-16,0.3680713235139052,vtab/flowers,commonpool_l_s1b_b8k,,,,0.6706781590502521,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.5340705805822085,ViT-B-16,0.5170588179851996,vtab/flowers,commonpool_l_text_s1b_b8k,,,,0.7897219060009758,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.18685965197593105,ViT-B-32,0.185354747939698,vtab/flowers,commonpool_m_basic_s128m_b4k,,,,0.41551471784029925,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.2720767604488535,ViT-B-32,0.255298678126687,vtab/flowers,commonpool_m_clip_s128m_b4k,,,,0.5244755244755245,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.2536997885835095,ViT-B-32,0.23824020314352595,vtab/flowers,commonpool_m_image_s128m_b4k,,,,0.5111400227679297,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.2242641079850382,ViT-B-32,0.2086352523297757,vtab/flowers,commonpool_m_laion_s128m_b4k,,,,0.4612132053992519,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.08050089445438283,ViT-B-32,0.11270529426793535,vtab/flowers,commonpool_m_s128m_b4k,,,,0.27321515693608717,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.24134005529354366,ViT-B-32,0.21866960171468203,vtab/flowers,commonpool_m_text_s128m_b4k,,,,0.49601561229468205,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.02650837534558465,ViT-B-32,0.035523301902781,vtab/flowers,commonpool_s_basic_s13m_b4k,,,,0.11074971540087819,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.04374695072369491,ViT-B-32,0.05380640643607259,vtab/flowers,commonpool_s_clip_s13m_b4k,,,,0.15026833631484796,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.04618637176776712,ViT-B-32,0.05270006183217758,vtab/flowers,commonpool_s_image_s13m_b4k,,,,0.15530980647259718,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.01853959993494877,ViT-B-32,0.02442845826459434,vtab/flowers,commonpool_s_laion_s13m_b4k,,,,0.09318588388355831,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.02276792974467393,ViT-B-32,0.03384643383265839,vtab/flowers,commonpool_s_s13m_b4k,,,,0.09530004878842088,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.03756708407871199,ViT-B-32,0.04261031580848099,vtab/flowers,commonpool_s_text_s13m_b4k,,,,0.151081476662872,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.7880956253049276,ViT-L-14,0.8002326014995219,vtab/flowers,commonpool_xl_clip_s13b_b90k,,,,0.917059684501545,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.771182306066027,ViT-L-14,0.7437192327479186,vtab/flowers,commonpool_xl_laion_s13b_b90k,,,,0.9142950073182632,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.7149129939827614,ViT-L-14,0.6955862103332572,vtab/flowers,commonpool_xl_s13b_b90k,,,,0.8809562530492763,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.6397788258253374,ViT-B-16,0.626634799827542,vtab/flowers,datacomp_l_s1b_b8k,,,,0.8409497479264921,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.32297934623516017,ViT-B-32,0.2970076623095765,vtab/flowers,datacomp_m_s128m_b4k,,,,0.5612294682062124,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.04618637176776712,ViT-B-32,0.05270006183217758,vtab/flowers,datacomp_s_s13m_b4k,,,,0.15530980647259718,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.8172060497641893,ViT-L-14,0.8262172528847355,vtab/flowers,datacomp_xl_s13b_b90k,,,,0.9352740282972841,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.7752480078061473,xlm-roberta-large-ViT-H-14,0.7531365771544658,vtab/flowers,frozen_laion5b_s13b_b90k,,,,0.907464628394861,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.6905187835420393,ViT-B-32,0.6726627429252737,vtab/flowers,laion2b_e16,,,,0.8466417303626605,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.6210765978207838,roberta-ViT-B-32,0.589755039755174,vtab/flowers,laion2b_s12b_b32k,,,,0.8333062286550659,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.7760611481541714,ViT-g-14,0.7805169207325842,vtab/flowers,laion2b_s12b_b42k,,,,0.9051878354203936,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.7077573589201496,convnext_base_w,0.7017774936910843,vtab/flowers,laion2b_s13b_b82k_augreg,,,,0.87770369165718,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.7038542852496341,convnext_base_w,0.6948642400134538,vtab/flowers,laion2b_s13b_b82k,,,,0.8843714425109774,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.6508375345584648,coca_ViT-B-32,0.6296065569663353,vtab/flowers,laion2b_s13b_b90k,,,,0.8524963408684338,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.7676044885347211,convnext_large_d,0.7663998724585884,vtab/flowers,laion2b_s26b_b102k_augreg,,,,0.9071393722556513,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.7695560253699789,convnext_large_d_320,0.7694296916761532,vtab/flowers,laion2b_s29b_b131k_ft,,,,0.9103919336477476,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.77297121483168,convnext_large_d_320,0.7763111093251978,vtab/flowers,laion2b_s29b_b131k_ft_soup,,,,0.9097414213693283,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.8014311270125224,ViT-H-14,0.7981487626826044,vtab/flowers,laion2b_s32b_b79k,,,,0.9264921125386242,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.7581720604976419,ViT-L-14,0.7471941423948841,vtab/flowers,laion2b_s32b_b82k,,,,0.8894129126687266,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.7163766466092047,ViT-B-32,0.7017525810714272,vtab/flowers,laion2b_s34b_b79k,,,,0.8755895267523175,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.8045210603350138,convnext_xxlarge,0.8094145855545826,vtab/flowers,laion2b_s34b_b82k_augreg,,,,0.9339730037404456,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.8225727760611482,convnext_xxlarge,0.8255530614397726,vtab/flowers,laion2b_s34b_b82k_augreg_rewind,,,,0.9294194177915108,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.8196454708082616,convnext_xxlarge,0.8248198952313013,vtab/flowers,laion2b_s34b_b82k_augreg_soup,,,,0.9284436493738819,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.7134493413563181,ViT-B-16,0.708943162218382,vtab/flowers,laion2b_s34b_b88k,,,,0.8837209302325582,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.8144413725809074,ViT-g-14,0.8020407702360187,vtab/flowers,laion2b_s34b_b88k,,,,0.9373881932021467,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.81655553748577,ViT-bigG-14,0.8159318776117376,vtab/flowers,laion2b_s39b_b160k,,,,0.9443812001951537,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.7059684501544967,ViT-B-16-plus-240,0.6818249112381611,vtab/flowers,laion400m_e31,,,,0.8612782566270938,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.693446088794926,ViT-B-16,0.6695279613609918,vtab/flowers,laion400m_e31,,,,0.8658318425760286,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.6825500081314034,ViT-B-32-quickgelu,0.6641898930161441,vtab/flowers,laion400m_e31,,,,0.8568872987477638,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.6591315661083103,ViT-B-32,0.632048364406657,vtab/flowers,laion400m_e31,,,,0.8329809725158562,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.7570336640104082,ViT-L-14,0.7318873214381888,vtab/flowers,laion400m_e31,,,,0.8941291266872662,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.71182306066027,ViT-B-16-plus-240,0.6892500259743524,vtab/flowers,laion400m_e32,,,,0.8598146040006505,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.6929582045861116,ViT-B-16,0.6686209819134216,vtab/flowers,laion400m_e32,,,,0.8661570987152383,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.6799479590177264,ViT-B-32-quickgelu,0.661302904921025,vtab/flowers,laion400m_e32,,,,0.8580256952349976,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.6584810538298911,ViT-B-32,0.632338993388323,vtab/flowers,laion400m_e32,,,,0.8326557163766466,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.7558952675231745,ViT-L-14,0.7310090130166321,vtab/flowers,laion400m_e32,,,,0.8920149617824037,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.7072694747113352,convnext_base,0.6890372221000505,vtab/flowers,laion400m_s13b_b51k,,,,0.862904537323142,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.6316474223450967,xlm-roberta-base-ViT-B-32,0.6242407177410583,vtab/flowers,laion5b_s13b_b90k,,,,0.8433891689705644,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.7593104569848755,convnext_base_w_320,0.7533228437795965,vtab/flowers,laion_aesthetic_s13b_b82k_augreg,,,,0.8913644495039844,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.723207025532607,convnext_base_w_320,0.7163375980270976,vtab/flowers,laion_aesthetic_s13b_b82k,,,,0.9040494389331598,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.7375182956578306,convnext_base_w,0.7157104074169327,vtab/flowers,laion_aesthetic_s13b_b82k,,,,0.9001463652626444,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.6518133029760936,RN101-quickgelu,0.6535283624202556,vtab/flowers,openai,,,,0.8542852496340868,zeroshot_classification,RN101-quickgelu openai,
en,0.6518133029760936,RN101,0.6535283624202556,vtab/flowers,openai,,,,0.8542852496340868,zeroshot_classification,RN101 openai,
en,0.6596194503171248,RN50-quickgelu,0.6534173665455426,vtab/flowers,openai,,,,0.8471296145714751,zeroshot_classification,RN50-quickgelu openai,
en,0.6596194503171248,RN50,0.6534173665455426,vtab/flowers,openai,,,,0.8471296145714751,zeroshot_classification,RN50 openai,
en,0.7246706781590503,RN50x16,0.7190968941219862,vtab/flowers,openai,,,,0.8807936249796715,zeroshot_classification,RN50x16 openai,
en,0.6976744186046512,RN50x4,0.677189415039548,vtab/flowers,openai,,,,0.8703854285249634,zeroshot_classification,RN50x4 openai,
en,0.7880956253049276,RN50x64,0.7745793331826295,vtab/flowers,openai,,,,0.9165718002927306,zeroshot_classification,RN50x64 openai,
en,0.7119856887298748,ViT-B-16,0.6901631800861727,vtab/flowers,openai,,,,0.8598146040006505,zeroshot_classification,ViT-B-16 openai,
en,0.6641730362660595,ViT-B-32-quickgelu,0.6657287881199839,vtab/flowers,openai,,,,0.8565620426085543,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.6640104081964547,ViT-B-32,0.6655508709305313,vtab/flowers,openai,,,,0.856724670678159,zeroshot_classification,ViT-B-32 openai,
en,0.7827288990079688,ViT-L-14-336,0.7850896913563213,vtab/flowers,openai,,,,0.9253537160513905,zeroshot_classification,ViT-L-14-336 openai,
en,0.7919986989754432,ViT-L-14,0.7923409681429662,vtab/flowers,openai,,,,0.9208001301024556,zeroshot_classification,ViT-L-14 openai,
en,0.5041470157749227,RN101-quickgelu,0.49423703018779414,vtab/flowers,yfcc15m,,,,0.7449991868596519,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.5018702228004553,RN101,0.4886029841327782,vtab/flowers,yfcc15m,,,,0.7433729061636039,zeroshot_classification,RN101 yfcc15m,
en,0.5038217596357131,RN50-quickgelu,0.47218313610034074,vtab/flowers,yfcc15m,,,,0.7454870710684665,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.5012197105220361,RN50,0.4675097804337479,vtab/flowers,yfcc15m,,,,0.7419092535371605,zeroshot_classification,RN50 yfcc15m,
en,0.37130801687763715,RN50-quickgelu,0.4065762362637363,vtab/kitti_closest_vehicle_distance,cc12m,,,,nan,zeroshot_classification,RN50-quickgelu cc12m,
en,0.37130801687763715,RN50,0.4065762362637363,vtab/kitti_closest_vehicle_distance,cc12m,,,,nan,zeroshot_classification,RN50 cc12m,
en,0.3389592123769339,ViT-B-16,0.39047004195329965,vtab/kitti_closest_vehicle_distance,commonpool_l_basic_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.3755274261603376,ViT-B-16,0.2580376580966204,vtab/kitti_closest_vehicle_distance,commonpool_l_clip_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.38677918424753865,ViT-B-16,0.4047885637226612,vtab/kitti_closest_vehicle_distance,commonpool_l_image_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.3488045007032349,ViT-B-16,0.37145157319096,vtab/kitti_closest_vehicle_distance,commonpool_l_laion_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.2672292545710267,ViT-B-16,0.2299227011196351,vtab/kitti_closest_vehicle_distance,commonpool_l_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.26863572433192684,ViT-B-16,0.33809365883485576,vtab/kitti_closest_vehicle_distance,commonpool_l_text_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.2967651195499297,ViT-B-32,0.2375219431902072,vtab/kitti_closest_vehicle_distance,commonpool_m_basic_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.32770745428973275,ViT-B-32,0.2652012492224757,vtab/kitti_closest_vehicle_distance,commonpool_m_clip_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.2981715893108298,ViT-B-32,0.24579892526653735,vtab/kitti_closest_vehicle_distance,commonpool_m_image_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.279887482419128,ViT-B-32,0.19805462083884148,vtab/kitti_closest_vehicle_distance,commonpool_m_laion_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.27566807313642755,ViT-B-32,0.1966475741239892,vtab/kitti_closest_vehicle_distance,commonpool_m_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.28973277074542897,ViT-B-32,0.21795438498978487,vtab/kitti_closest_vehicle_distance,commonpool_m_text_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.33755274261603374,ViT-B-32,0.26345678210894985,vtab/kitti_closest_vehicle_distance,commonpool_s_basic_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.279887482419128,ViT-B-32,0.19590475153226775,vtab/kitti_closest_vehicle_distance,commonpool_s_clip_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.2883263009845288,ViT-B-32,0.22418327545096411,vtab/kitti_closest_vehicle_distance,commonpool_s_image_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.2517580872011252,ViT-B-32,0.2125112666746785,vtab/kitti_closest_vehicle_distance,commonpool_s_laion_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.3459915611814346,ViT-B-32,0.23311152291105122,vtab/kitti_closest_vehicle_distance,commonpool_s_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.3980309423347398,ViT-B-32,0.37559755264714856,vtab/kitti_closest_vehicle_distance,commonpool_s_text_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.2981715893108298,ViT-L-14,0.40574792107153757,vtab/kitti_closest_vehicle_distance,commonpool_xl_clip_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.13783403656821377,ViT-L-14,0.2604821034856863,vtab/kitti_closest_vehicle_distance,commonpool_xl_laion_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.34177215189873417,ViT-L-14,0.3681159936761352,vtab/kitti_closest_vehicle_distance,commonpool_xl_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.39943741209563993,ViT-B-16,0.4290348231866679,vtab/kitti_closest_vehicle_distance,datacomp_l_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.21237693389592124,ViT-B-32,0.17078870478307895,vtab/kitti_closest_vehicle_distance,datacomp_m_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.2883263009845288,ViT-B-32,0.22418327545096411,vtab/kitti_closest_vehicle_distance,datacomp_s_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.27848101265822783,ViT-L-14,0.38536337419490735,vtab/kitti_closest_vehicle_distance,datacomp_xl_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.13642756680731363,xlm-roberta-large-ViT-H-14,0.290566332815424,vtab/kitti_closest_vehicle_distance,frozen_laion5b_s13b_b90k,,,,nan,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.17580872011251758,ViT-B-32,0.32600289087189704,vtab/kitti_closest_vehicle_distance,laion2b_e16,,,,nan,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.38677918424753865,roberta-ViT-B-32,0.40381710811121335,vtab/kitti_closest_vehicle_distance,laion2b_s12b_b32k,,,,nan,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.13783403656821377,ViT-g-14,0.17587570951161566,vtab/kitti_closest_vehicle_distance,laion2b_s12b_b42k,,,,nan,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.20675105485232068,convnext_base_w,0.2856525191624263,vtab/kitti_closest_vehicle_distance,laion2b_s13b_b82k_augreg,,,,nan,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.1490857946554149,convnext_base_w,0.2712356409739161,vtab/kitti_closest_vehicle_distance,laion2b_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.26863572433192684,coca_ViT-B-32,0.3570375508774965,vtab/kitti_closest_vehicle_distance,laion2b_s13b_b90k,,,,nan,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.10267229254571027,convnext_large_d,0.2622625682438581,vtab/kitti_closest_vehicle_distance,laion2b_s26b_b102k_augreg,,,,nan,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.10267229254571027,convnext_large_d_320,0.2617862829845314,vtab/kitti_closest_vehicle_distance,laion2b_s29b_b131k_ft,,,,nan,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.10267229254571027,convnext_large_d_320,0.26130999772520475,vtab/kitti_closest_vehicle_distance,laion2b_s29b_b131k_ft_soup,,,,nan,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.10970464135021098,ViT-H-14,0.27070063694267515,vtab/kitti_closest_vehicle_distance,laion2b_s32b_b79k,,,,nan,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.22784810126582278,ViT-L-14,0.3154647387749253,vtab/kitti_closest_vehicle_distance,laion2b_s32b_b82k,,,,nan,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.26441631504922647,ViT-B-32,0.34915844749680075,vtab/kitti_closest_vehicle_distance,laion2b_s34b_b79k,,,,nan,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.2630098452883263,convnext_xxlarge,0.2645951124422387,vtab/kitti_closest_vehicle_distance,laion2b_s34b_b82k_augreg,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.2419127988748242,convnext_xxlarge,0.30770883627548995,vtab/kitti_closest_vehicle_distance,laion2b_s34b_b82k_augreg_rewind,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.2348804500703235,convnext_xxlarge,0.3014260411728039,vtab/kitti_closest_vehicle_distance,laion2b_s34b_b82k_augreg_soup,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.170182841068917,ViT-B-16,0.26745828812906836,vtab/kitti_closest_vehicle_distance,laion2b_s34b_b88k,,,,nan,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.270042194092827,ViT-g-14,0.391856367066115,vtab/kitti_closest_vehicle_distance,laion2b_s34b_b88k,,,,nan,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.1308016877637131,ViT-bigG-14,0.22512609802617767,vtab/kitti_closest_vehicle_distance,laion2b_s39b_b160k,,,,nan,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.279887482419128,ViT-B-16-plus-240,0.4046077005781744,vtab/kitti_closest_vehicle_distance,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.19831223628691982,ViT-B-16,0.26325581847397883,vtab/kitti_closest_vehicle_distance,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.2911392405063291,ViT-B-32-quickgelu,0.3605548663945717,vtab/kitti_closest_vehicle_distance,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.12376933895921238,ViT-B-32,0.26779202519178935,vtab/kitti_closest_vehicle_distance,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.19971870604781997,ViT-L-14,0.18153729401382177,vtab/kitti_closest_vehicle_distance,laion400m_e31,,,,nan,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.2812939521800281,ViT-B-16-plus-240,0.40927549008796754,vtab/kitti_closest_vehicle_distance,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.1828410689170183,ViT-B-16,0.2527057847812565,vtab/kitti_closest_vehicle_distance,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.28973277074542897,ViT-B-32-quickgelu,0.36191287624915647,vtab/kitti_closest_vehicle_distance,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.11673699015471167,ViT-B-32,0.2599996112378188,vtab/kitti_closest_vehicle_distance,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.2011251758087201,ViT-L-14,0.17126577004296029,vtab/kitti_closest_vehicle_distance,laion400m_e32,,,,nan,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.2939521800281294,convnext_base,0.32348367892172725,vtab/kitti_closest_vehicle_distance,laion400m_s13b_b51k,,,,nan,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.1828410689170183,xlm-roberta-base-ViT-B-32,0.3012367424667629,vtab/kitti_closest_vehicle_distance,laion5b_s13b_b90k,,,,nan,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.21940928270042195,convnext_base_w_320,0.20247735192040262,vtab/kitti_closest_vehicle_distance,laion_aesthetic_s13b_b82k_augreg,,,,nan,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.09282700421940929,convnext_base_w_320,0.25111607142857145,vtab/kitti_closest_vehicle_distance,laion_aesthetic_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.2616033755274262,convnext_base_w,0.37169962781179877,vtab/kitti_closest_vehicle_distance,laion_aesthetic_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.2616033755274262,RN101-quickgelu,0.2831367924528302,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,RN101-quickgelu openai,
en,0.2616033755274262,RN101,0.2831367924528302,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,RN101 openai,
en,0.170182841068917,RN50-quickgelu,0.24215776505822023,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,RN50-quickgelu openai,
en,0.170182841068917,RN50,0.24215776505822023,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,RN50 openai,
en,0.23066104078762306,RN50x16,0.25288268601816405,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,RN50x16 openai,
en,0.23347398030942335,RN50x4,0.2788098693759071,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,RN50x4 openai,
en,0.30942334739803096,RN50x64,0.26495230936291203,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,RN50x64 openai,
en,0.2616033755274262,ViT-B-16,0.3531545306559202,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,ViT-B-16 openai,
en,0.2742616033755274,ViT-B-32-quickgelu,0.40417802963771,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.2742616033755274,ViT-B-32,0.40417802963771,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,ViT-B-32 openai,
en,0.2616033755274262,ViT-L-14-336,0.3690524648182607,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,ViT-L-14-336 openai,
en,0.21940928270042195,ViT-L-14,0.36887288310325655,vtab/kitti_closest_vehicle_distance,openai,,,,nan,zeroshot_classification,ViT-L-14 openai,
en,0.20534458509142053,RN101-quickgelu,0.22458545034012975,vtab/kitti_closest_vehicle_distance,yfcc15m,,,,nan,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.2109704641350211,RN101,0.2320284653154801,vtab/kitti_closest_vehicle_distance,yfcc15m,,,,nan,zeroshot_classification,RN101 yfcc15m,
en,0.2545710267229255,RN50-quickgelu,0.2276932036611988,vtab/kitti_closest_vehicle_distance,yfcc15m,,,,nan,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.26019690576652604,RN50,0.31927506211940926,vtab/kitti_closest_vehicle_distance,yfcc15m,,,,nan,zeroshot_classification,RN50 yfcc15m,
en,0.50335693359375,RN50-quickgelu,0.5035690317857361,vtab/pcam,cc12m,,,,nan,zeroshot_classification,RN50-quickgelu cc12m,
en,0.503509521484375,RN50,0.5037215545116223,vtab/pcam,cc12m,,,,nan,zeroshot_classification,RN50 cc12m,
en,0.5908203125,ViT-B-16,0.5909588894135713,vtab/pcam,commonpool_l_basic_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.4962158203125,ViT-B-16,0.49600797259953117,vtab/pcam,commonpool_l_clip_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.500244140625,ViT-B-16,0.5000305566992509,vtab/pcam,commonpool_l_image_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.515106201171875,ViT-B-16,0.514916493486271,vtab/pcam,commonpool_l_laion_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.552642822265625,ViT-B-16,0.5528064131271624,vtab/pcam,commonpool_l_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.485565185546875,ViT-B-16,0.48554549474913344,vtab/pcam,commonpool_l_text_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.540313720703125,ViT-B-32,0.5405029691183771,vtab/pcam,commonpool_m_basic_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.521148681640625,ViT-B-32,0.5213498437633453,vtab/pcam,commonpool_m_clip_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.573486328125,ViT-B-32,0.5735096152945278,vtab/pcam,commonpool_m_image_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.622100830078125,ViT-B-32,0.622037485166776,vtab/pcam,commonpool_m_laion_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.504730224609375,ViT-B-32,0.5049415798564905,vtab/pcam,commonpool_m_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.549713134765625,ViT-B-32,0.5499011331988705,vtab/pcam,commonpool_m_text_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.509613037109375,ViT-B-32,0.5098223853159579,vtab/pcam,commonpool_s_basic_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.6368408203125,ViT-B-32,0.6369435236239159,vtab/pcam,commonpool_s_clip_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.52703857421875,ViT-B-32,0.5268614508815522,vtab/pcam,commonpool_s_image_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.42181396484375,ViT-B-32,0.4218495848425837,vtab/pcam,commonpool_s_laion_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.52685546875,ViT-B-32,0.527056019104067,vtab/pcam,commonpool_s_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.50274658203125,ViT-B-32,0.5029589408821914,vtab/pcam,commonpool_s_text_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.5670166015625,ViT-L-14,0.5668530455820234,vtab/pcam,commonpool_xl_clip_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.506866455078125,ViT-L-14,0.5066610996663342,vtab/pcam,commonpool_xl_laion_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.52288818359375,ViT-L-14,0.5227858745176638,vtab/pcam,commonpool_xl_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.497467041015625,ViT-B-16,0.4972547734733071,vtab/pcam,datacomp_l_s1b_b8k,,,,nan,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.586181640625,ViT-B-32,0.5862115015252067,vtab/pcam,datacomp_m_s128m_b4k,,,,nan,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.52703857421875,ViT-B-32,0.5268614508815522,vtab/pcam,datacomp_s_s13m_b4k,,,,nan,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.511505126953125,ViT-L-14,0.5113164356146207,vtab/pcam,datacomp_xl_s13b_b90k,,,,nan,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.579437255859375,xlm-roberta-large-ViT-H-14,0.5794837917935319,vtab/pcam,frozen_laion5b_s13b_b90k,,,,nan,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.506439208984375,ViT-B-32,0.5062426153789764,vtab/pcam,laion2b_e16,,,,nan,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.498687744140625,roberta-ViT-B-32,0.4986403619251316,vtab/pcam,laion2b_s12b_b32k,,,,nan,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.56146240234375,ViT-g-14,0.5614336114758512,vtab/pcam,laion2b_s12b_b42k,,,,nan,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.480926513671875,convnext_base_w,0.4810070360800056,vtab/pcam,laion2b_s13b_b82k_augreg,,,,nan,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.416107177734375,convnext_base_w,0.415996491476253,vtab/pcam,laion2b_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.59722900390625,coca_ViT-B-32,0.5973426523424311,vtab/pcam,laion2b_s13b_b90k,,,,nan,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.529083251953125,convnext_large_d,0.5291155927876534,vtab/pcam,laion2b_s26b_b102k_augreg,,,,nan,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.4560546875,convnext_large_d_320,0.4559552346982304,vtab/pcam,laion2b_s29b_b131k_ft,,,,nan,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.48089599609375,convnext_large_d_320,0.4808549864660737,vtab/pcam,laion2b_s29b_b131k_ft_soup,,,,nan,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.541748046875,ViT-H-14,0.541582269733888,vtab/pcam,laion2b_s32b_b79k,,,,nan,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.56365966796875,ViT-L-14,0.5637039714362271,vtab/pcam,laion2b_s32b_b82k,,,,nan,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.598602294921875,ViT-B-32,0.5986618728728286,vtab/pcam,laion2b_s34b_b79k,,,,nan,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.53125,convnext_xxlarge,0.5312915333855344,vtab/pcam,laion2b_s34b_b82k_augreg,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.497222900390625,convnext_xxlarge,0.49723458239620383,vtab/pcam,laion2b_s34b_b82k_augreg_rewind,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.510833740234375,convnext_xxlarge,0.510859845325844,vtab/pcam,laion2b_s34b_b82k_augreg_soup,,,,nan,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.5634765625,ViT-B-16,0.5635656923603971,vtab/pcam,laion2b_s34b_b88k,,,,nan,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.538055419921875,ViT-g-14,0.5379585506765879,vtab/pcam,laion2b_s34b_b88k,,,,nan,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.63592529296875,ViT-bigG-14,0.6360018408450865,vtab/pcam,laion2b_s39b_b160k,,,,nan,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.550048828125,ViT-B-16-plus-240,0.5499277224632293,vtab/pcam,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.593780517578125,ViT-B-16,0.5939437769474278,vtab/pcam,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.55303955078125,ViT-B-32-quickgelu,0.5531411957141704,vtab/pcam,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.54962158203125,ViT-B-32,0.5496605892977449,vtab/pcam,laion400m_e31,,,,nan,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.485931396484375,ViT-L-14,0.48596239951311637,vtab/pcam,laion400m_e31,,,,nan,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.550933837890625,ViT-B-16-plus-240,0.5507987942142074,vtab/pcam,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.596893310546875,ViT-B-16,0.5970552405555054,vtab/pcam,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.557769775390625,ViT-B-32-quickgelu,0.5578687482907201,vtab/pcam,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.5482177734375,ViT-B-32,0.5482512781929695,vtab/pcam,laion400m_e32,,,,nan,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.493408203125,ViT-L-14,0.4934388554785547,vtab/pcam,laion400m_e32,,,,nan,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.611846923828125,convnext_base,0.6119986082908951,vtab/pcam,laion400m_s13b_b51k,,,,nan,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.6414794921875,xlm-roberta-base-ViT-B-32,0.6414690741598034,vtab/pcam,laion5b_s13b_b90k,,,,nan,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.5672607421875,convnext_base_w_320,0.5673362605254232,vtab/pcam,laion_aesthetic_s13b_b82k_augreg,,,,nan,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.4893798828125,convnext_base_w_320,0.4891886970782509,vtab/pcam,laion_aesthetic_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.550201416015625,convnext_base_w,0.5501736792121465,vtab/pcam,laion_aesthetic_s13b_b82k,,,,nan,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.582305908203125,RN101-quickgelu,0.5823719763615237,vtab/pcam,openai,,,,nan,zeroshot_classification,RN101-quickgelu openai,
en,0.582305908203125,RN101,0.5823719763615237,vtab/pcam,openai,,,,nan,zeroshot_classification,RN101 openai,
en,0.639068603515625,RN50-quickgelu,0.6390498273575362,vtab/pcam,openai,,,,nan,zeroshot_classification,RN50-quickgelu openai,
en,0.639068603515625,RN50,0.6390498273575362,vtab/pcam,openai,,,,nan,zeroshot_classification,RN50 openai,
en,0.62542724609375,RN50x16,0.6255189167351534,vtab/pcam,openai,,,,nan,zeroshot_classification,RN50x16 openai,
en,0.56768798828125,RN50x4,0.5678172514701088,vtab/pcam,openai,,,,nan,zeroshot_classification,RN50x4 openai,
en,0.539398193359375,RN50x64,0.5395912749319243,vtab/pcam,openai,,,,nan,zeroshot_classification,RN50x64 openai,
en,0.50653076171875,ViT-B-16,0.5064778134875478,vtab/pcam,openai,,,,nan,zeroshot_classification,ViT-B-16 openai,
en,0.622039794921875,ViT-B-32-quickgelu,0.6221559121669817,vtab/pcam,openai,,,,nan,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.622406005859375,ViT-B-32,0.6225225925579929,vtab/pcam,openai,,,,nan,zeroshot_classification,ViT-B-32 openai,
en,0.608001708984375,ViT-L-14-336,0.6080591764111059,vtab/pcam,openai,,,,nan,zeroshot_classification,ViT-L-14-336 openai,
en,0.5201416015625,ViT-L-14,0.5199534985338204,vtab/pcam,openai,,,,nan,zeroshot_classification,ViT-L-14 openai,
en,0.500396728515625,RN101-quickgelu,0.5006100909035446,vtab/pcam,yfcc15m,,,,nan,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.501312255859375,RN101,0.5015252011818248,vtab/pcam,yfcc15m,,,,nan,zeroshot_classification,RN101 yfcc15m,
en,0.51324462890625,RN50-quickgelu,0.5134489318691107,vtab/pcam,yfcc15m,,,,nan,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.533477783203125,RN50,0.5336674997572135,vtab/pcam,yfcc15m,,,,nan,zeroshot_classification,RN50 yfcc15m,
en,0.5655491959662033,RN50-quickgelu,0.5656436828235242,vtab/pets,cc12m,,,,0.8650858544562551,zeroshot_classification,RN50-quickgelu cc12m,
en,0.550831289179613,RN50,0.5495508305211935,vtab/pets,cc12m,,,,0.8454619787408013,zeroshot_classification,RN50 cc12m,
en,0.6971926955573726,ViT-B-16,0.6953397178257763,vtab/pets,commonpool_l_basic_s1b_b8k,,,,0.9711092940855819,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.7601526301444536,ViT-B-16,0.7581150845852737,vtab/pets,commonpool_l_clip_s1b_b8k,,,,0.9855546470427909,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.7784137367130008,ViT-B-16,0.7789802798084972,vtab/pets,commonpool_l_image_s1b_b8k,,,,0.9844644317252658,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.7781411828836196,ViT-B-16,0.777725741325053,vtab/pets,commonpool_l_laion_s1b_b8k,,,,0.9852820932134096,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.5609157808667212,ViT-B-16,0.5586735741530465,vtab/pets,commonpool_l_s1b_b8k,,,,0.9084219133278822,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.7072771872444807,ViT-B-16,0.7054143026010943,vtab/pets,commonpool_l_text_s1b_b8k,,,,0.9593894794221859,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.27609702916325973,ViT-B-32,0.27597412788357834,vtab/pets,commonpool_m_basic_s128m_b4k,,,,0.6195148541837013,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.38430089942763695,ViT-B-32,0.3819200490926923,vtab/pets,commonpool_m_clip_s128m_b4k,,,,0.7159989097846825,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.35023167075497413,ViT-B-32,0.34899348587248846,vtab/pets,commonpool_m_image_s128m_b4k,,,,0.7159989097846825,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.29844644317252655,ViT-B-32,0.2975288397563389,vtab/pets,commonpool_m_laion_s128m_b4k,,,,0.6770237121831562,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.16789315889888254,ViT-B-32,0.16729463334442568,vtab/pets,commonpool_m_s128m_b4k,,,,0.45489234123739436,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.3019896429544835,ViT-B-32,0.29884861918503586,vtab/pets,commonpool_m_text_s128m_b4k,,,,0.6843826655764513,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.04933224311801581,ViT-B-32,0.04935843872283779,vtab/pets,commonpool_s_basic_s13m_b4k,,,,0.19978195693649495,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.08040337966748433,ViT-B-32,0.07963454866344112,vtab/pets,commonpool_s_clip_s13m_b4k,,,,0.27500681384573455,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.047151812482965384,ViT-B-32,0.04765007956821762,vtab/pets,commonpool_s_image_s13m_b4k,,,,0.20550558735350233,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.04006541291905151,ViT-B-32,0.039859916623994664,vtab/pets,commonpool_s_laion_s13m_b4k,,,,0.1858817116380485,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.044426274189152355,ViT-B-32,0.044605733393855394,vtab/pets,commonpool_s_s13m_b4k,,,,0.19324066503134368,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.059144180975742706,ViT-B-32,0.058874057609226656,vtab/pets,commonpool_s_text_s13m_b4k,,,,0.23793949304987735,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.9427636958299264,ViT-L-14,0.9424286987713042,vtab/pets,commonpool_xl_clip_s13b_b90k,,,,0.9975470155355682,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.9310438811665304,ViT-L-14,0.930767485527377,vtab/pets,commonpool_xl_laion_s13b_b90k,,,,0.9980921231943308,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.9073316980103571,ViT-L-14,0.9064975246443365,vtab/pets,commonpool_xl_s13b_b90k,,,,0.9970019078768056,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.8359225947124557,ViT-B-16,0.8363214604232458,vtab/pets,datacomp_l_s1b_b8k,,,,0.9929136004360861,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.43118015808122107,ViT-B-32,0.4302785104749329,vtab/pets,datacomp_m_s128m_b4k,,,,0.8195693649495776,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.047151812482965384,ViT-B-32,0.04765007956821762,vtab/pets,datacomp_s_s13m_b4k,,,,0.20550558735350233,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.9509403107113655,ViT-L-14,0.950608441443857,vtab/pets,datacomp_xl_s13b_b90k,,,,0.9989097846824748,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.9435813573180704,xlm-roberta-large-ViT-H-14,0.943116925982012,vtab/pets,frozen_laion5b_s13b_b90k,,,,0.9986372308530935,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.8926137912237667,ViT-B-32,0.8914251904980173,vtab/pets,laion2b_e16,,,,0.9959116925592805,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.8675388389206868,roberta-ViT-B-32,0.8667652464433091,vtab/pets,laion2b_s12b_b32k,,,,0.9956391387298992,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.9433088034886891,ViT-g-14,0.9433944945115537,vtab/pets,laion2b_s12b_b42k,,,,0.9980921231943308,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.9195966203325157,convnext_base_w,0.9188005900797349,vtab/pets,laion2b_s13b_b82k_augreg,,,,0.9980921231943308,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.919869174161897,convnext_base_w,0.9189289174263774,vtab/pets,laion2b_s13b_b82k,,,,0.9983646770237122,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.8893431452711911,coca_ViT-B-32,0.8874636532572858,vtab/pets,laion2b_s13b_b90k,,,,0.9934587080948487,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.9291360043608613,convnext_large_d,0.928170747755729,vtab/pets,laion2b_s26b_b102k_augreg,,,,0.9983646770237122,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.9359498500953939,convnext_large_d_320,0.9345668724696873,vtab/pets,laion2b_s29b_b131k_ft,,,,0.9983646770237122,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.9375851730716817,convnext_large_d_320,0.9363070053815697,vtab/pets,laion2b_s29b_b131k_ft_soup,,,,0.9980921231943308,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.9449441264649768,ViT-H-14,0.9442972535564086,vtab/pets,laion2b_s32b_b79k,,,,0.9986372308530935,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.9318615426546742,ViT-L-14,0.9312023077952816,vtab/pets,laion2b_s32b_b82k,,,,0.9978195693649495,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.9086944671572635,ViT-B-32,0.9076154170807579,vtab/pets,laion2b_s34b_b79k,,,,0.9953665849005179,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.9457617879531207,convnext_xxlarge,0.9450087308529168,vtab/pets,laion2b_s34b_b82k_augreg,,,,0.9986372308530935,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.9446715726355955,convnext_xxlarge,0.9443594252758422,vtab/pets,laion2b_s34b_b82k_augreg_rewind,,,,0.9991823385118561,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.9452166802943581,convnext_xxlarge,0.9447663490535524,vtab/pets,laion2b_s34b_b82k_augreg_soup,,,,0.9991823385118561,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.9054238212046879,ViT-B-16,0.9047648622879878,vtab/pets,laion2b_s34b_b88k,,,,0.9975470155355682,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.9397656037067321,ViT-g-14,0.93816988903658,vtab/pets,laion2b_s34b_b88k,,,,0.9986372308530935,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.9536658490051785,ViT-bigG-14,0.9529218198374757,vtab/pets,laion2b_s39b_b160k,,,,0.9989097846824748,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.9037884982284001,ViT-B-16-plus-240,0.9032047599478225,vtab/pets,laion400m_e31,,,,0.9967293540474244,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.8920686835650041,ViT-B-16,0.8907744449572321,vtab/pets,laion400m_e31,,,,0.9970019078768056,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.8648133006268738,ViT-B-32-quickgelu,0.8634155870783594,vtab/pets,laion400m_e31,,,,0.9934587080948487,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.8555464704279095,ViT-B-32,0.8544057216799683,vtab/pets,laion400m_e31,,,,0.9940038157536113,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.9174161896974653,ViT-L-14,0.9153551385267723,vtab/pets,laion400m_e31,,,,0.9956391387298992,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.902698282910875,ViT-B-16-plus-240,0.9020868238298863,vtab/pets,laion400m_e32,,,,0.9964568002180431,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.8923412373943854,ViT-B-16,0.8917412191511577,vtab/pets,laion400m_e32,,,,0.9964568002180431,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.8694467157263559,ViT-B-32-quickgelu,0.8676635617837981,vtab/pets,laion400m_e32,,,,0.99373126192423,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.854183701281003,ViT-B-32,0.8515760528791919,vtab/pets,laion400m_e32,,,,0.99373126192423,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.9190515126737531,ViT-L-14,0.9170137544678757,vtab/pets,laion400m_e32,,,,0.9959116925592805,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.8868901608067593,convnext_base,0.8856409048960057,vtab/pets,laion400m_s13b_b51k,,,,0.9950940310711366,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.8705369310438812,xlm-roberta-base-ViT-B-32,0.8701176705477476,vtab/pets,laion5b_s13b_b90k,,,,0.9956391387298992,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.9253202507495231,convnext_base_w_320,0.9233353767389278,vtab/pets,laion_aesthetic_s13b_b82k_augreg,,,,0.9980921231943308,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.9264104660670482,convnext_base_w_320,0.9249198389373963,vtab/pets,laion_aesthetic_s13b_b82k,,,,0.9961842463886618,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.9206868356500408,convnext_base_w,0.9193690575871908,vtab/pets,laion_aesthetic_s13b_b82k,,,,0.9967293540474244,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.8678113927500681,RN101-quickgelu,0.8654185287755807,vtab/pets,openai,,,,0.9907331698010357,zeroshot_classification,RN101-quickgelu openai,
en,0.8678113927500681,RN101,0.8654185287755807,vtab/pets,openai,,,,0.9907331698010357,zeroshot_classification,RN101 openai,
en,0.8560915780866721,RN50-quickgelu,0.853272532985015,vtab/pets,openai,,,,0.9931861542654674,zeroshot_classification,RN50-quickgelu openai,
en,0.8560915780866721,RN50,0.853272532985015,vtab/pets,openai,,,,0.9931861542654674,zeroshot_classification,RN50 openai,
en,0.8975197601526301,RN50x16,0.8958251403258104,vtab/pets,openai,,,,0.9970019078768056,zeroshot_classification,RN50x16 openai,
en,0.8868901608067593,RN50x4,0.8834567696797346,vtab/pets,openai,,,,0.9871899700190788,zeroshot_classification,RN50x4 openai,
en,0.9359498500953939,RN50x64,0.9360101659305711,vtab/pets,openai,,,,0.9986372308530935,zeroshot_classification,RN50x64 openai,
en,0.890160806759335,ViT-B-16,0.8883662593797294,vtab/pets,openai,,,,0.9942763695829926,zeroshot_classification,ViT-B-16 openai,
en,0.8729899155083128,ViT-B-32-quickgelu,0.8702894148518912,vtab/pets,openai,,,,0.9929136004360861,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.8729899155083128,ViT-B-32,0.8705965401590163,vtab/pets,openai,,,,0.9929136004360861,zeroshot_classification,ViT-B-32 openai,
en,0.9367675115835378,ViT-L-14-336,0.9369378413188709,vtab/pets,openai,,,,0.9983646770237122,zeroshot_classification,ViT-L-14-336 openai,
en,0.9321340964840557,ViT-L-14,0.9320090112271279,vtab/pets,openai,,,,0.9980921231943308,zeroshot_classification,ViT-L-14 openai,
en,0.29844644317252655,RN101-quickgelu,0.2964648136076708,vtab/pets,yfcc15m,,,,0.6732079585718179,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.3088034886890161,RN101,0.3065726590445691,vtab/pets,yfcc15m,,,,0.6691196511310984,zeroshot_classification,RN101 yfcc15m,
en,0.27800490596892885,RN50-quickgelu,0.2765414029924794,vtab/pets,yfcc15m,,,,0.6323248841646225,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.2796402289452167,RN50,0.2777457104182626,vtab/pets,yfcc15m,,,,0.6366857454347233,zeroshot_classification,RN50 yfcc15m,
en,0.21444444444444444,RN50-quickgelu,0.21591031136169864,vtab/resisc45,cc12m,,,,0.599047619047619,zeroshot_classification,RN50-quickgelu cc12m,
en,0.23555555555555555,RN50,0.23740296042030604,vtab/resisc45,cc12m,,,,0.6141269841269841,zeroshot_classification,RN50 cc12m,
en,0.43222222222222223,ViT-B-16,0.44139898358524887,vtab/resisc45,commonpool_l_basic_s1b_b8k,,,,0.8182539682539682,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.5288888888888889,ViT-B-16,0.5358429931321272,vtab/resisc45,commonpool_l_clip_s1b_b8k,,,,0.8446031746031746,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.4626984126984127,ViT-B-16,0.47107382823915417,vtab/resisc45,commonpool_l_image_s1b_b8k,,,,0.8049206349206349,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.5307936507936508,ViT-B-16,0.5362134318942974,vtab/resisc45,commonpool_l_laion_s1b_b8k,,,,0.8615873015873016,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.4150793650793651,ViT-B-16,0.4220383990982546,vtab/resisc45,commonpool_l_s1b_b8k,,,,0.77,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.4665079365079365,ViT-B-16,0.47382780767588506,vtab/resisc45,commonpool_l_text_s1b_b8k,,,,0.8207936507936507,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.23047619047619047,ViT-B-32,0.23627817110231192,vtab/resisc45,commonpool_m_basic_s128m_b4k,,,,0.5442857142857143,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.2625396825396825,ViT-B-32,0.2684038680423408,vtab/resisc45,commonpool_m_clip_s128m_b4k,,,,0.5626984126984127,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.22777777777777777,ViT-B-32,0.2324510730803406,vtab/resisc45,commonpool_m_image_s128m_b4k,,,,0.5242857142857142,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.2465079365079365,ViT-B-32,0.24997303680372332,vtab/resisc45,commonpool_m_laion_s128m_b4k,,,,0.5858730158730159,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.18142857142857144,ViT-B-32,0.18341215384263043,vtab/resisc45,commonpool_m_s128m_b4k,,,,0.42428571428571427,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.26222222222222225,ViT-B-32,0.267735242991811,vtab/resisc45,commonpool_m_text_s128m_b4k,,,,0.5688888888888889,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.07952380952380952,ViT-B-32,0.08044008237983205,vtab/resisc45,commonpool_s_basic_s13m_b4k,,,,0.27285714285714285,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.08079365079365079,ViT-B-32,0.0821042143059539,vtab/resisc45,commonpool_s_clip_s13m_b4k,,,,0.28555555555555556,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.07920634920634921,ViT-B-32,0.08054788141303251,vtab/resisc45,commonpool_s_image_s13m_b4k,,,,0.2741269841269841,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.05825396825396825,ViT-B-32,0.05947634772777366,vtab/resisc45,commonpool_s_laion_s13m_b4k,,,,0.2261904761904762,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.06968253968253968,ViT-B-32,0.07158310903252588,vtab/resisc45,commonpool_s_s13m_b4k,,,,0.2249206349206349,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.10285714285714286,ViT-B-32,0.10284005874754079,vtab/resisc45,commonpool_s_text_s13m_b4k,,,,0.3287301587301587,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.6973015873015873,ViT-L-14,0.7052076334256994,vtab/resisc45,commonpool_xl_clip_s13b_b90k,,,,0.9414285714285714,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.7069841269841269,ViT-L-14,0.7147111590089689,vtab/resisc45,commonpool_xl_laion_s13b_b90k,,,,0.9512698412698413,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.5757142857142857,ViT-L-14,0.5798012819062118,vtab/resisc45,commonpool_xl_s13b_b90k,,,,0.8784126984126984,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.5271428571428571,ViT-B-16,0.5328947718829459,vtab/resisc45,datacomp_l_s1b_b8k,,,,0.8561904761904762,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.2773015873015873,ViT-B-32,0.2839499357318841,vtab/resisc45,datacomp_m_s128m_b4k,,,,0.5966666666666667,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.07920634920634921,ViT-B-32,0.08054788141303251,vtab/resisc45,datacomp_s_s13m_b4k,,,,0.2741269841269841,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.6934920634920635,ViT-L-14,0.7003919068851477,vtab/resisc45,datacomp_xl_s13b_b90k,,,,0.949047619047619,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.6823809523809524,xlm-roberta-large-ViT-H-14,0.6892914751188949,vtab/resisc45,frozen_laion5b_s13b_b90k,,,,0.9376190476190476,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.6185714285714285,ViT-B-32,0.6257151379138428,vtab/resisc45,laion2b_e16,,,,0.92,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.6115873015873016,roberta-ViT-B-32,0.6161044402530463,vtab/resisc45,laion2b_s12b_b32k,,,,0.9215873015873016,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.7176190476190476,ViT-g-14,0.7241580585366331,vtab/resisc45,laion2b_s12b_b42k,,,,0.9587301587301588,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.6057142857142858,convnext_base_w,0.6132602966114951,vtab/resisc45,laion2b_s13b_b82k_augreg,,,,0.9303174603174603,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.6284126984126984,convnext_base_w,0.6350991066271773,vtab/resisc45,laion2b_s13b_b82k,,,,0.9214285714285714,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.6007936507936508,coca_ViT-B-32,0.6080469635458859,vtab/resisc45,laion2b_s13b_b90k,,,,0.9128571428571428,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.6776190476190476,convnext_large_d,0.6826024718611098,vtab/resisc45,laion2b_s26b_b102k_augreg,,,,0.949047619047619,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.699047619047619,convnext_large_d_320,0.7045248634174336,vtab/resisc45,laion2b_s29b_b131k_ft,,,,0.9504761904761905,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.7073015873015873,convnext_large_d_320,0.7130948278041062,vtab/resisc45,laion2b_s29b_b131k_ft_soup,,,,0.9568253968253968,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.6992063492063492,ViT-H-14,0.7071309027759504,vtab/resisc45,laion2b_s32b_b79k,,,,0.9571428571428572,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.6685714285714286,ViT-L-14,0.6772472426708123,vtab/resisc45,laion2b_s32b_b82k,,,,0.9414285714285714,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.6101587301587301,ViT-B-32,0.6167834424726824,vtab/resisc45,laion2b_s34b_b79k,,,,0.9168253968253969,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.7098412698412698,convnext_xxlarge,0.7158219050181335,vtab/resisc45,laion2b_s34b_b82k_augreg,,,,0.9731746031746031,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.7166666666666667,convnext_xxlarge,0.7216326236542064,vtab/resisc45,laion2b_s34b_b82k_augreg_rewind,,,,0.9719047619047619,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.719047619047619,convnext_xxlarge,0.72438485255513,vtab/resisc45,laion2b_s34b_b82k_augreg_soup,,,,0.974920634920635,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.6282539682539683,ViT-B-16,0.6346948318828894,vtab/resisc45,laion2b_s34b_b88k,,,,0.9214285714285714,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.6958730158730159,ViT-g-14,0.7016749112941454,vtab/resisc45,laion2b_s34b_b88k,,,,0.9471428571428572,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.7234920634920635,ViT-bigG-14,0.7274194993376214,vtab/resisc45,laion2b_s39b_b160k,,,,0.9565079365079365,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.6146031746031746,ViT-B-16-plus-240,0.6186450768616889,vtab/resisc45,laion400m_e31,,,,0.9122222222222223,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.584920634920635,ViT-B-16,0.591254291260191,vtab/resisc45,laion400m_e31,,,,0.8976190476190476,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.5449206349206349,ViT-B-32-quickgelu,0.5513248345168484,vtab/resisc45,laion400m_e31,,,,0.9015873015873016,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.5106349206349207,ViT-B-32,0.5170625162981713,vtab/resisc45,laion400m_e31,,,,0.8552380952380952,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.6704761904761904,ViT-L-14,0.6750023973288646,vtab/resisc45,laion400m_e31,,,,0.9380952380952381,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.6131746031746032,ViT-B-16-plus-240,0.6179666590145618,vtab/resisc45,laion400m_e32,,,,0.910952380952381,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.5857142857142857,ViT-B-16,0.5921408465577492,vtab/resisc45,laion400m_e32,,,,0.8965079365079365,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.5452380952380952,ViT-B-32-quickgelu,0.5529098180508069,vtab/resisc45,laion400m_e32,,,,0.9023809523809524,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.5095238095238095,ViT-B-32,0.5161196622706037,vtab/resisc45,laion400m_e32,,,,0.8552380952380952,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.6744444444444444,ViT-L-14,0.6789200758946811,vtab/resisc45,laion400m_e32,,,,0.9382539682539682,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.5688888888888889,convnext_base,0.5754507735107136,vtab/resisc45,laion400m_s13b_b51k,,,,0.9060317460317461,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.6138095238095238,xlm-roberta-base-ViT-B-32,0.6191749733792411,vtab/resisc45,laion5b_s13b_b90k,,,,0.913968253968254,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.6423809523809524,convnext_base_w_320,0.6477034849877724,vtab/resisc45,laion_aesthetic_s13b_b82k_augreg,,,,0.9307936507936508,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.6171428571428571,convnext_base_w_320,0.6242433817645627,vtab/resisc45,laion_aesthetic_s13b_b82k,,,,0.9201587301587302,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.6161904761904762,convnext_base_w,0.6230172453264716,vtab/resisc45,laion_aesthetic_s13b_b82k,,,,0.9122222222222223,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.5474603174603174,RN101-quickgelu,0.5547820882068735,vtab/resisc45,openai,,,,0.8746031746031746,zeroshot_classification,RN101-quickgelu openai,
en,0.5474603174603174,RN101,0.5547820882068735,vtab/resisc45,openai,,,,0.8746031746031746,zeroshot_classification,RN101 openai,
en,0.45301587301587304,RN50-quickgelu,0.45635957402666055,vtab/resisc45,openai,,,,0.7825396825396825,zeroshot_classification,RN50-quickgelu openai,
en,0.45301587301587304,RN50,0.45635957402666055,vtab/resisc45,openai,,,,0.7825396825396825,zeroshot_classification,RN50 openai,
en,0.5887301587301588,RN50x16,0.594042196625029,vtab/resisc45,openai,,,,0.8947619047619048,zeroshot_classification,RN50x16 openai,
en,0.5334920634920635,RN50x4,0.5379354512379309,vtab/resisc45,openai,,,,0.8680952380952381,zeroshot_classification,RN50x4 openai,
en,0.6276190476190476,RN50x64,0.6346043356119794,vtab/resisc45,openai,,,,0.9166666666666666,zeroshot_classification,RN50x64 openai,
en,0.5825396825396826,ViT-B-16,0.5885889776195647,vtab/resisc45,openai,,,,0.9125396825396825,zeroshot_classification,ViT-B-16 openai,
en,0.5368253968253969,ViT-B-32-quickgelu,0.5407483854239572,vtab/resisc45,openai,,,,0.8680952380952381,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.536984126984127,ViT-B-32,0.5404075059027499,vtab/resisc45,openai,,,,0.8677777777777778,zeroshot_classification,ViT-B-32 openai,
en,0.6382539682539683,ViT-L-14-336,0.6440634818116943,vtab/resisc45,openai,,,,0.9271428571428572,zeroshot_classification,ViT-L-14-336 openai,
en,0.6338095238095238,ViT-L-14,0.638763379630976,vtab/resisc45,openai,,,,0.9238095238095239,zeroshot_classification,ViT-L-14 openai,
en,0.21412698412698414,RN101-quickgelu,0.21552736543091977,vtab/resisc45,yfcc15m,,,,0.5358730158730158,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.2015873015873016,RN101,0.2013058526218277,vtab/resisc45,yfcc15m,,,,0.5058730158730159,zeroshot_classification,RN101 yfcc15m,
en,0.14238095238095239,RN50-quickgelu,0.14310701883516166,vtab/resisc45,yfcc15m,,,,0.4336507936507937,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.14936507936507937,RN50,0.15049811504296734,vtab/resisc45,yfcc15m,,,,0.4234920634920635,zeroshot_classification,RN50 yfcc15m,
en,0.053580246913580244,RN50-quickgelu,0.054679917464574075,vtab/smallnorb_label_azimuth,cc12m,,,,0.2511934156378601,zeroshot_classification,RN50-quickgelu cc12m,
en,0.054814814814814816,RN50,0.05603992235698945,vtab/smallnorb_label_azimuth,cc12m,,,,0.26049382716049385,zeroshot_classification,RN50 cc12m,
en,0.05176954732510288,ViT-B-16,0.05259315703856962,vtab/smallnorb_label_azimuth,commonpool_l_basic_s1b_b8k,,,,0.25761316872427986,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.05695473251028806,ViT-B-16,0.05810881583540482,vtab/smallnorb_label_azimuth,commonpool_l_clip_s1b_b8k,,,,0.2580246913580247,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.06279835390946502,ViT-B-16,0.06445974703476812,vtab/smallnorb_label_azimuth,commonpool_l_image_s1b_b8k,,,,0.27613168724279835,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.053004115226337446,ViT-B-16,0.05283027142042666,vtab/smallnorb_label_azimuth,commonpool_l_laion_s1b_b8k,,,,0.26337448559670784,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.05226337448559671,ViT-B-16,0.05377753719517617,vtab/smallnorb_label_azimuth,commonpool_l_s1b_b8k,,,,0.27127572016460905,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.04905349794238683,ViT-B-16,0.04702123073558259,vtab/smallnorb_label_azimuth,commonpool_l_text_s1b_b8k,,,,0.2690534979423868,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.05037037037037037,ViT-B-32,0.05002897840162888,vtab/smallnorb_label_azimuth,commonpool_m_basic_s128m_b4k,,,,0.26995884773662554,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.049135802469135806,ViT-B-32,0.05009926049908046,vtab/smallnorb_label_azimuth,commonpool_m_clip_s128m_b4k,,,,0.28353909465020577,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.048806584362139915,ViT-B-32,0.049096313273672275,vtab/smallnorb_label_azimuth,commonpool_m_image_s128m_b4k,,,,0.25637860082304526,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.04246913580246914,ViT-B-32,0.0422178223310007,vtab/smallnorb_label_azimuth,commonpool_m_laion_s128m_b4k,,,,0.268641975308642,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.05522633744855967,ViT-B-32,0.05449107451921113,vtab/smallnorb_label_azimuth,commonpool_m_s128m_b4k,,,,0.27530864197530863,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.06,ViT-B-32,0.05920838793970492,vtab/smallnorb_label_azimuth,commonpool_m_text_s128m_b4k,,,,0.2903703703703704,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.04205761316872428,ViT-B-32,0.04064261158860018,vtab/smallnorb_label_azimuth,commonpool_s_basic_s13m_b4k,,,,0.27415637860082304,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.059094650205761316,ViT-B-32,0.05797907788944918,vtab/smallnorb_label_azimuth,commonpool_s_clip_s13m_b4k,,,,0.2860905349794239,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.06082304526748971,ViT-B-32,0.060730407618189534,vtab/smallnorb_label_azimuth,commonpool_s_image_s13m_b4k,,,,0.2797530864197531,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.04954732510288066,ViT-B-32,0.04891051980160399,vtab/smallnorb_label_azimuth,commonpool_s_laion_s13m_b4k,,,,0.27613168724279835,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.057695473251028806,ViT-B-32,0.05707520728714203,vtab/smallnorb_label_azimuth,commonpool_s_s13m_b4k,,,,0.2836213991769547,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.05753086419753087,ViT-B-32,0.05793779040829979,vtab/smallnorb_label_azimuth,commonpool_s_text_s13m_b4k,,,,0.2823045267489712,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.054897119341563785,ViT-L-14,0.054383383721290326,vtab/smallnorb_label_azimuth,commonpool_xl_clip_s13b_b90k,,,,0.28271604938271605,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.048806584362139915,ViT-L-14,0.04994784957619151,vtab/smallnorb_label_azimuth,commonpool_xl_laion_s13b_b90k,,,,0.2674897119341564,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.05325102880658436,ViT-L-14,0.053919937322561985,vtab/smallnorb_label_azimuth,commonpool_xl_s13b_b90k,,,,0.2751440329218107,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.050699588477366254,ViT-B-16,0.05169154464302881,vtab/smallnorb_label_azimuth,datacomp_l_s1b_b8k,,,,0.2677366255144033,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.052098765432098765,ViT-B-32,0.052246213974927486,vtab/smallnorb_label_azimuth,datacomp_m_s128m_b4k,,,,0.2648559670781893,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.06082304526748971,ViT-B-32,0.060730407618189534,vtab/smallnorb_label_azimuth,datacomp_s_s13m_b4k,,,,0.2797530864197531,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.05448559670781893,ViT-L-14,0.05497282153968929,vtab/smallnorb_label_azimuth,datacomp_xl_s13b_b90k,,,,0.27473251028806583,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.05596707818930041,xlm-roberta-large-ViT-H-14,0.056511653097318613,vtab/smallnorb_label_azimuth,frozen_laion5b_s13b_b90k,,,,0.27530864197530863,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.052592592592592594,ViT-B-32,0.05375958937162358,vtab/smallnorb_label_azimuth,laion2b_e16,,,,0.26699588477366254,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.0594238683127572,roberta-ViT-B-32,0.059525921280943424,vtab/smallnorb_label_azimuth,laion2b_s12b_b32k,,,,0.2748148148148148,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.060082304526748974,ViT-g-14,0.060157944021591456,vtab/smallnorb_label_azimuth,laion2b_s12b_b42k,,,,0.26724279835390946,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.05415637860082304,convnext_base_w,0.05571741875402535,vtab/smallnorb_label_azimuth,laion2b_s13b_b82k_augreg,,,,0.2837037037037037,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.05037037037037037,convnext_base_w,0.04958342723943417,vtab/smallnorb_label_azimuth,laion2b_s13b_b82k,,,,0.27670781893004115,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.052592592592592594,coca_ViT-B-32,0.05333231747443465,vtab/smallnorb_label_azimuth,laion2b_s13b_b90k,,,,0.2691358024691358,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.059670781893004114,convnext_large_d,0.05965214477974899,vtab/smallnorb_label_azimuth,laion2b_s26b_b102k_augreg,,,,0.28790123456790123,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.051934156378600826,convnext_large_d_320,0.05204068556517722,vtab/smallnorb_label_azimuth,laion2b_s29b_b131k_ft,,,,0.27942386831275723,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.05860082304526749,convnext_large_d_320,0.05834699477286139,vtab/smallnorb_label_azimuth,laion2b_s29b_b131k_ft_soup,,,,0.2809053497942387,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.05432098765432099,ViT-H-14,0.05499290389061131,vtab/smallnorb_label_azimuth,laion2b_s32b_b79k,,,,0.26757201646090534,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.05613168724279836,ViT-L-14,0.05633546065445261,vtab/smallnorb_label_azimuth,laion2b_s32b_b82k,,,,0.27325102880658436,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.06181069958847737,ViT-B-32,0.06256284016592749,vtab/smallnorb_label_azimuth,laion2b_s34b_b79k,,,,0.2729218106995885,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.048724279835390946,convnext_xxlarge,0.04840807590175049,vtab/smallnorb_label_azimuth,laion2b_s34b_b82k_augreg,,,,0.2625514403292181,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.0508641975308642,convnext_xxlarge,0.049175458944775416,vtab/smallnorb_label_azimuth,laion2b_s34b_b82k_augreg_rewind,,,,0.26386831275720163,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.053004115226337446,convnext_xxlarge,0.05124809582456358,vtab/smallnorb_label_azimuth,laion2b_s34b_b82k_augreg_soup,,,,0.2650205761316872,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.056213991769547327,ViT-B-16,0.056175033278249416,vtab/smallnorb_label_azimuth,laion2b_s34b_b88k,,,,0.2808230452674897,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.053580246913580244,ViT-g-14,0.05487217033852412,vtab/smallnorb_label_azimuth,laion2b_s34b_b88k,,,,0.2674897119341564,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.05654320987654321,ViT-bigG-14,0.05763510568678957,vtab/smallnorb_label_azimuth,laion2b_s39b_b160k,,,,0.2740740740740741,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.05662551440329218,ViT-B-16-plus-240,0.05620307602048976,vtab/smallnorb_label_azimuth,laion400m_e31,,,,0.26897119341563785,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.05860082304526749,ViT-B-16,0.05957392848121133,vtab/smallnorb_label_azimuth,laion400m_e31,,,,0.2776954732510288,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.043621399176954734,ViT-B-32-quickgelu,0.04388480242242026,vtab/smallnorb_label_azimuth,laion400m_e31,,,,0.26526748971193415,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.05382716049382716,ViT-B-32,0.05475322574956058,vtab/smallnorb_label_azimuth,laion400m_e31,,,,0.2805761316872428,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.05283950617283951,ViT-L-14,0.053313707053857275,vtab/smallnorb_label_azimuth,laion400m_e31,,,,0.27069958847736625,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.05423868312757202,ViT-B-16-plus-240,0.054424306763177145,vtab/smallnorb_label_azimuth,laion400m_e32,,,,0.2653497942386831,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.05975308641975308,ViT-B-16,0.060537111481988135,vtab/smallnorb_label_azimuth,laion400m_e32,,,,0.2785185185185185,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.0448559670781893,ViT-B-32-quickgelu,0.045163955851,vtab/smallnorb_label_azimuth,laion400m_e32,,,,0.26526748971193415,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.05382716049382716,ViT-B-32,0.054656480642681554,vtab/smallnorb_label_azimuth,laion400m_e32,,,,0.2803292181069959,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.05283950617283951,ViT-L-14,0.05341241563345821,vtab/smallnorb_label_azimuth,laion400m_e32,,,,0.2733333333333333,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.05415637860082304,convnext_base,0.05470709571044993,vtab/smallnorb_label_azimuth,laion400m_s13b_b51k,,,,0.2766255144032922,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.05176954732510288,xlm-roberta-base-ViT-B-32,0.051326084319289506,vtab/smallnorb_label_azimuth,laion5b_s13b_b90k,,,,0.26584362139917694,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.0545679012345679,convnext_base_w_320,0.05457763628054852,vtab/smallnorb_label_azimuth,laion_aesthetic_s13b_b82k_augreg,,,,0.2793415637860082,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.05473251028806585,convnext_base_w_320,0.05533789991509616,vtab/smallnorb_label_azimuth,laion_aesthetic_s13b_b82k,,,,0.2832098765432099,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.05407407407407407,convnext_base_w,0.055492602502646815,vtab/smallnorb_label_azimuth,laion_aesthetic_s13b_b82k,,,,0.2780246913580247,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.053415637860082306,RN101-quickgelu,0.05385898644527805,vtab/smallnorb_label_azimuth,openai,,,,0.2617283950617284,zeroshot_classification,RN101-quickgelu openai,
en,0.053415637860082306,RN101,0.05385898644527805,vtab/smallnorb_label_azimuth,openai,,,,0.2617283950617284,zeroshot_classification,RN101 openai,
en,0.05604938271604938,RN50-quickgelu,0.056629020538031476,vtab/smallnorb_label_azimuth,openai,,,,0.2748971193415638,zeroshot_classification,RN50-quickgelu openai,
en,0.05604938271604938,RN50,0.056629020538031476,vtab/smallnorb_label_azimuth,openai,,,,0.2748971193415638,zeroshot_classification,RN50 openai,
en,0.04987654320987654,RN50x16,0.05085848858951711,vtab/smallnorb_label_azimuth,openai,,,,0.26641975308641974,zeroshot_classification,RN50x16 openai,
en,0.05563786008230453,RN50x4,0.057473476959725316,vtab/smallnorb_label_azimuth,openai,,,,0.26222222222222225,zeroshot_classification,RN50x4 openai,
en,0.05654320987654321,RN50x64,0.05693021348740119,vtab/smallnorb_label_azimuth,openai,,,,0.27868312757201646,zeroshot_classification,RN50x64 openai,
en,0.052016460905349796,ViT-B-16,0.05183205620981811,vtab/smallnorb_label_azimuth,openai,,,,0.2882304526748971,zeroshot_classification,ViT-B-16 openai,
en,0.06082304526748971,ViT-B-32-quickgelu,0.060965954808995804,vtab/smallnorb_label_azimuth,openai,,,,0.28790123456790123,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.059506172839506176,ViT-B-32,0.06013619442214919,vtab/smallnorb_label_azimuth,openai,,,,0.28872427983539095,zeroshot_classification,ViT-B-32 openai,
en,0.04658436213991769,ViT-L-14-336,0.0461696040995073,vtab/smallnorb_label_azimuth,openai,,,,0.26954732510288065,zeroshot_classification,ViT-L-14-336 openai,
en,0.04510288065843621,ViT-L-14,0.044745877912493695,vtab/smallnorb_label_azimuth,openai,,,,0.27670781893004115,zeroshot_classification,ViT-L-14 openai,
en,0.05893004115226337,RN101-quickgelu,0.05861791856498263,vtab/smallnorb_label_azimuth,yfcc15m,,,,0.2781893004115226,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.05176954732510288,RN101,0.051822723033798014,vtab/smallnorb_label_azimuth,yfcc15m,,,,0.2753909465020576,zeroshot_classification,RN101 yfcc15m,
en,0.04534979423868313,RN50-quickgelu,0.04597614665498459,vtab/smallnorb_label_azimuth,yfcc15m,,,,0.265761316872428,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.05432098765432099,RN50,0.05415410691624442,vtab/smallnorb_label_azimuth,yfcc15m,,,,0.2576954732510288,zeroshot_classification,RN50 yfcc15m,
en,0.11267489711934156,RN50-quickgelu,0.11172411537044996,vtab/smallnorb_label_elevation,cc12m,,,,0.5305349794238683,zeroshot_classification,RN50-quickgelu cc12m,
en,0.10954732510288066,RN50,0.10878731185824982,vtab/smallnorb_label_elevation,cc12m,,,,0.5451851851851852,zeroshot_classification,RN50 cc12m,
en,0.11078189300411523,ViT-B-16,0.11027559759730955,vtab/smallnorb_label_elevation,commonpool_l_basic_s1b_b8k,,,,0.5079012345679013,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.09670781893004116,ViT-B-16,0.0960348691483823,vtab/smallnorb_label_elevation,commonpool_l_clip_s1b_b8k,,,,0.5106995884773663,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.13218106995884774,ViT-B-16,0.13091745363449903,vtab/smallnorb_label_elevation,commonpool_l_image_s1b_b8k,,,,0.551275720164609,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.10090534979423868,ViT-B-16,0.09993556006200797,vtab/smallnorb_label_elevation,commonpool_l_laion_s1b_b8k,,,,0.5302880658436214,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.10897119341563787,ViT-B-16,0.10921630411798819,vtab/smallnorb_label_elevation,commonpool_l_s1b_b8k,,,,0.5412345679012346,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.10584362139917695,ViT-B-16,0.10459629248231399,vtab/smallnorb_label_elevation,commonpool_l_text_s1b_b8k,,,,0.5409053497942387,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.11917695473251029,ViT-B-32,0.11699329765355662,vtab/smallnorb_label_elevation,commonpool_m_basic_s128m_b4k,,,,0.5649382716049383,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.10213991769547325,ViT-B-32,0.10178172132372232,vtab/smallnorb_label_elevation,commonpool_m_clip_s128m_b4k,,,,0.5788477366255144,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.11448559670781892,ViT-B-32,0.1126958401541832,vtab/smallnorb_label_elevation,commonpool_m_image_s128m_b4k,,,,0.5592592592592592,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.11069958847736626,ViT-B-32,0.10916104381991407,vtab/smallnorb_label_elevation,commonpool_m_laion_s128m_b4k,,,,0.5494650205761317,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.10773662551440329,ViT-B-32,0.11018792631237039,vtab/smallnorb_label_elevation,commonpool_m_s128m_b4k,,,,0.5300411522633744,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.10633744855967078,ViT-B-32,0.10745338995101453,vtab/smallnorb_label_elevation,commonpool_m_text_s128m_b4k,,,,0.5392592592592592,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.09991769547325102,ViT-B-32,0.10048634492760619,vtab/smallnorb_label_elevation,commonpool_s_basic_s13m_b4k,,,,0.5391769547325103,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.10888888888888888,ViT-B-32,0.11035609011399072,vtab/smallnorb_label_elevation,commonpool_s_clip_s13m_b4k,,,,0.537201646090535,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.12246913580246914,ViT-B-32,0.1227101281303921,vtab/smallnorb_label_elevation,commonpool_s_image_s13m_b4k,,,,0.5534156378600823,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.1091358024691358,ViT-B-32,0.11052639976944224,vtab/smallnorb_label_elevation,commonpool_s_laion_s13m_b4k,,,,0.5266666666666666,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.11728395061728394,ViT-B-32,0.11636262549012209,vtab/smallnorb_label_elevation,commonpool_s_s13m_b4k,,,,0.5521810699588477,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.10641975308641975,ViT-B-32,0.10625562010234983,vtab/smallnorb_label_elevation,commonpool_s_text_s13m_b4k,,,,0.5507818930041152,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.09827160493827161,ViT-L-14,0.09689089325998716,vtab/smallnorb_label_elevation,commonpool_xl_clip_s13b_b90k,,,,0.511358024691358,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.1094650205761317,ViT-L-14,0.1093058553294855,vtab/smallnorb_label_elevation,commonpool_xl_laion_s13b_b90k,,,,0.5539094650205761,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.11045267489711934,ViT-L-14,0.10955851352351324,vtab/smallnorb_label_elevation,commonpool_xl_s13b_b90k,,,,0.5795061728395061,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.10765432098765432,ViT-B-16,0.10691763807126456,vtab/smallnorb_label_elevation,datacomp_l_s1b_b8k,,,,0.5413991769547325,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.1031275720164609,ViT-B-32,0.10359654808906629,vtab/smallnorb_label_elevation,datacomp_m_s128m_b4k,,,,0.5500411522633745,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.12246913580246914,ViT-B-32,0.1227101281303921,vtab/smallnorb_label_elevation,datacomp_s_s13m_b4k,,,,0.5534156378600823,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.11152263374485596,ViT-L-14,0.11224298803725562,vtab/smallnorb_label_elevation,datacomp_xl_s13b_b90k,,,,0.5750617283950618,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.10691358024691358,xlm-roberta-large-ViT-H-14,0.10640151135053523,vtab/smallnorb_label_elevation,frozen_laion5b_s13b_b90k,,,,0.5525102880658436,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.11020576131687243,ViT-B-32,0.10945291738933023,vtab/smallnorb_label_elevation,laion2b_e16,,,,0.542633744855967,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.10205761316872428,roberta-ViT-B-32,0.10262834271115301,vtab/smallnorb_label_elevation,laion2b_s12b_b32k,,,,0.5412345679012346,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.11432098765432099,ViT-g-14,0.11461453875189144,vtab/smallnorb_label_elevation,laion2b_s12b_b42k,,,,0.5535802469135802,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.11176954732510289,convnext_base_w,0.11114572209612235,vtab/smallnorb_label_elevation,laion2b_s13b_b82k_augreg,,,,0.5665843621399177,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.11176954732510289,convnext_base_w,0.11068232367037703,vtab/smallnorb_label_elevation,laion2b_s13b_b82k,,,,0.5590946502057613,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.10205761316872428,coca_ViT-B-32,0.10214195783343255,vtab/smallnorb_label_elevation,laion2b_s13b_b90k,,,,0.548477366255144,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.11349794238683128,convnext_large_d,0.11400162531203323,vtab/smallnorb_label_elevation,laion2b_s26b_b102k_augreg,,,,0.5758847736625514,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.1145679012345679,convnext_large_d_320,0.11504478266446633,vtab/smallnorb_label_elevation,laion2b_s29b_b131k_ft,,,,0.5778600823045268,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.11786008230452674,convnext_large_d_320,0.11754216442382599,vtab/smallnorb_label_elevation,laion2b_s29b_b131k_ft_soup,,,,0.565761316872428,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.11135802469135803,ViT-H-14,0.11030666006311027,vtab/smallnorb_label_elevation,laion2b_s32b_b79k,,,,0.5574485596707819,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.10773662551440329,ViT-L-14,0.10876968219232516,vtab/smallnorb_label_elevation,laion2b_s32b_b82k,,,,0.5558847736625514,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.11308641975308642,ViT-B-32,0.11293447872824143,vtab/smallnorb_label_elevation,laion2b_s34b_b79k,,,,0.5807407407407408,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.11465020576131688,convnext_xxlarge,0.11232780691907109,vtab/smallnorb_label_elevation,laion2b_s34b_b82k_augreg,,,,0.5175308641975309,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.11703703703703704,convnext_xxlarge,0.11465333035392465,vtab/smallnorb_label_elevation,laion2b_s34b_b82k_augreg_rewind,,,,0.5214814814814814,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.11736625514403293,convnext_xxlarge,0.11512379673204992,vtab/smallnorb_label_elevation,laion2b_s34b_b82k_augreg_soup,,,,0.5183539094650206,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.11300411522633745,ViT-B-16,0.11171121759350686,vtab/smallnorb_label_elevation,laion2b_s34b_b88k,,,,0.5350617283950617,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.11069958847736626,ViT-g-14,0.10981652793705748,vtab/smallnorb_label_elevation,laion2b_s34b_b88k,,,,0.556954732510288,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.10831275720164608,ViT-bigG-14,0.1080013694577571,vtab/smallnorb_label_elevation,laion2b_s39b_b160k,,,,0.5307818930041153,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.1111111111111111,ViT-B-16-plus-240,0.1105457881490478,vtab/smallnorb_label_elevation,laion400m_e31,,,,0.5231275720164609,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.10074074074074074,ViT-B-16,0.099426116171278,vtab/smallnorb_label_elevation,laion400m_e31,,,,0.5288065843621399,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.10106995884773663,ViT-B-32-quickgelu,0.10133493831149304,vtab/smallnorb_label_elevation,laion400m_e31,,,,0.5439506172839507,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.11662551440329218,ViT-B-32,0.11592597458184827,vtab/smallnorb_label_elevation,laion400m_e31,,,,0.5505349794238683,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.10905349794238683,ViT-L-14,0.10823004994096118,vtab/smallnorb_label_elevation,laion400m_e31,,,,0.5439506172839507,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.10954732510288066,ViT-B-16-plus-240,0.10943497787106542,vtab/smallnorb_label_elevation,laion400m_e32,,,,0.5216460905349795,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.09975308641975308,ViT-B-16,0.0990710306245951,vtab/smallnorb_label_elevation,laion400m_e32,,,,0.5332510288065844,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.09925925925925926,ViT-B-32-quickgelu,0.09875867726940911,vtab/smallnorb_label_elevation,laion400m_e32,,,,0.5413168724279835,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.1174485596707819,ViT-B-32,0.11743096535486676,vtab/smallnorb_label_elevation,laion400m_e32,,,,0.5508641975308642,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.11020576131687243,ViT-L-14,0.10937025087817878,vtab/smallnorb_label_elevation,laion400m_e32,,,,0.5413991769547325,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.10995884773662551,convnext_base,0.10916759449922786,vtab/smallnorb_label_elevation,laion400m_s13b_b51k,,,,0.5602469135802469,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.07934156378600823,xlm-roberta-base-ViT-B-32,0.07908821388429733,vtab/smallnorb_label_elevation,laion5b_s13b_b90k,,,,0.519753086419753,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.11851851851851852,convnext_base_w_320,0.11856649118137479,vtab/smallnorb_label_elevation,laion_aesthetic_s13b_b82k_augreg,,,,0.5674074074074074,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.1034567901234568,convnext_base_w_320,0.10298419116941203,vtab/smallnorb_label_elevation,laion_aesthetic_s13b_b82k,,,,0.5711934156378601,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.11152263374485596,convnext_base_w,0.11015847238542772,vtab/smallnorb_label_elevation,laion_aesthetic_s13b_b82k,,,,0.585925925925926,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.1108641975308642,RN101-quickgelu,0.11373180491232768,vtab/smallnorb_label_elevation,openai,,,,0.5756378600823046,zeroshot_classification,RN101-quickgelu openai,
en,0.1108641975308642,RN101,0.11373180491232768,vtab/smallnorb_label_elevation,openai,,,,0.5756378600823046,zeroshot_classification,RN101 openai,
en,0.11061728395061729,RN50-quickgelu,0.10963479991003253,vtab/smallnorb_label_elevation,openai,,,,0.5610699588477366,zeroshot_classification,RN50-quickgelu openai,
en,0.11061728395061729,RN50,0.10963479991003253,vtab/smallnorb_label_elevation,openai,,,,0.5610699588477366,zeroshot_classification,RN50 openai,
en,0.11613168724279835,RN50x16,0.11545788839327968,vtab/smallnorb_label_elevation,openai,,,,0.5797530864197531,zeroshot_classification,RN50x16 openai,
en,0.10839506172839507,RN50x4,0.10786652593105278,vtab/smallnorb_label_elevation,openai,,,,0.5327572016460905,zeroshot_classification,RN50x4 openai,
en,0.12518518518518518,RN50x64,0.12415138329805298,vtab/smallnorb_label_elevation,openai,,,,0.5525102880658436,zeroshot_classification,RN50x64 openai,
en,0.12246913580246914,ViT-B-16,0.12215467883471993,vtab/smallnorb_label_elevation,openai,,,,0.5618930041152264,zeroshot_classification,ViT-B-16 openai,
en,0.1254320987654321,ViT-B-32-quickgelu,0.12587357576871197,vtab/smallnorb_label_elevation,openai,,,,0.5822222222222222,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.12576131687242798,ViT-B-32,0.12516255659418946,vtab/smallnorb_label_elevation,openai,,,,0.5833744855967078,zeroshot_classification,ViT-B-32 openai,
en,0.11275720164609053,ViT-L-14-336,0.11301985484257487,vtab/smallnorb_label_elevation,openai,,,,0.5472427983539094,zeroshot_classification,ViT-L-14-336 openai,
en,0.11522633744855967,ViT-L-14,0.1142061967931512,vtab/smallnorb_label_elevation,openai,,,,0.537201646090535,zeroshot_classification,ViT-L-14 openai,
en,0.10633744855967078,RN101-quickgelu,0.10614061717703639,vtab/smallnorb_label_elevation,yfcc15m,,,,0.5740740740740741,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.10106995884773663,RN101,0.10156002479566692,vtab/smallnorb_label_elevation,yfcc15m,,,,0.5560493827160494,zeroshot_classification,RN101 yfcc15m,
en,0.10296296296296296,RN50-quickgelu,0.10322664828792277,vtab/smallnorb_label_elevation,yfcc15m,,,,0.5470781893004115,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.1037037037037037,RN50,0.1038563244125197,vtab/smallnorb_label_elevation,yfcc15m,,,,0.548724279835391,zeroshot_classification,RN50 yfcc15m,
en,0.1032959434542102,RN50-quickgelu,0.09357241375446479,vtab/svhn,cc12m,,,,0.6533113091579594,zeroshot_classification,RN50-quickgelu cc12m,
en,0.1181238475722188,RN50,0.09562773632671331,vtab/svhn,cc12m,,,,0.6391364474492932,zeroshot_classification,RN50 cc12m,
en,0.10283497234173325,ViT-B-16,0.129495217946265,vtab/svhn,commonpool_l_basic_s1b_b8k,,,,0.5152504609711125,zeroshot_classification,ViT-B-16 commonpool_l_basic_s1b_b8k,
en,0.5593884449907806,ViT-B-16,0.537587843186744,vtab/svhn,commonpool_l_clip_s1b_b8k,,,,0.905539336201598,zeroshot_classification,ViT-B-16 commonpool_l_clip_s1b_b8k,
en,0.12715119852489243,ViT-B-16,0.1558512691786928,vtab/svhn,commonpool_l_image_s1b_b8k,,,,0.6697526121696373,zeroshot_classification,ViT-B-16 commonpool_l_image_s1b_b8k,
en,0.30497080516287645,ViT-B-16,0.29915214993380973,vtab/svhn,commonpool_l_laion_s1b_b8k,,,,0.7959050399508297,zeroshot_classification,ViT-B-16 commonpool_l_laion_s1b_b8k,
en,0.15035341118623233,ViT-B-16,0.16742359251100167,vtab/svhn,commonpool_l_s1b_b8k,,,,0.5763291333743086,zeroshot_classification,ViT-B-16 commonpool_l_s1b_b8k,
en,0.109980024585126,ViT-B-16,0.14351573462614386,vtab/svhn,commonpool_l_text_s1b_b8k,,,,0.49081899200983403,zeroshot_classification,ViT-B-16 commonpool_l_text_s1b_b8k,
en,0.07118162261831591,ViT-B-32,0.10904198268349677,vtab/svhn,commonpool_m_basic_s128m_b4k,,,,0.422480024585126,zeroshot_classification,ViT-B-32 commonpool_m_basic_s128m_b4k,
en,0.0916180086047941,ViT-B-32,0.11561126881378961,vtab/svhn,commonpool_m_clip_s128m_b4k,,,,0.5305777504609711,zeroshot_classification,ViT-B-32 commonpool_m_clip_s128m_b4k,
en,0.08935156730178243,ViT-B-32,0.10256023475172853,vtab/svhn,commonpool_m_image_s128m_b4k,,,,0.5629225568531039,zeroshot_classification,ViT-B-32 commonpool_m_image_s128m_b4k,
en,0.10575445605408727,ViT-B-32,0.12101792952623744,vtab/svhn,commonpool_m_laion_s128m_b4k,,,,0.5055316533497234,zeroshot_classification,ViT-B-32 commonpool_m_laion_s128m_b4k,
en,0.08539489858635525,ViT-B-32,0.10121843509705594,vtab/svhn,commonpool_m_s128m_b4k,,,,0.5193992009834051,zeroshot_classification,ViT-B-32 commonpool_m_s128m_b4k,
en,0.11105562384757221,ViT-B-32,0.10057122033929596,vtab/svhn,commonpool_m_text_s128m_b4k,,,,0.5864320835894284,zeroshot_classification,ViT-B-32 commonpool_m_text_s128m_b4k,
en,0.06760909649661954,ViT-B-32,0.1020116461411037,vtab/svhn,commonpool_s_basic_s13m_b4k,,,,0.43319760295021514,zeroshot_classification,ViT-B-32 commonpool_s_basic_s13m_b4k,
en,0.06107867240319607,ViT-B-32,0.0901270777085465,vtab/svhn,commonpool_s_clip_s13m_b4k,,,,0.42620620774431467,zeroshot_classification,ViT-B-32 commonpool_s_clip_s13m_b4k,
en,0.08527965580823602,ViT-B-32,0.10094809418580449,vtab/svhn,commonpool_s_image_s13m_b4k,,,,0.4918177627535341,zeroshot_classification,ViT-B-32 commonpool_s_image_s13m_b4k,
en,0.06645666871542717,ViT-B-32,0.09770659657307598,vtab/svhn,commonpool_s_laion_s13m_b4k,,,,0.4952366318377382,zeroshot_classification,ViT-B-32 commonpool_s_laion_s13m_b4k,
en,0.07014443761524278,ViT-B-32,0.09521261191719725,vtab/svhn,commonpool_s_s13m_b4k,,,,0.4989244007375538,zeroshot_classification,ViT-B-32 commonpool_s_s13m_b4k,
en,0.0849339274738783,ViT-B-32,0.07876886904432534,vtab/svhn,commonpool_s_text_s13m_b4k,,,,0.48786109403810696,zeroshot_classification,ViT-B-32 commonpool_s_text_s13m_b4k,
en,0.6170482483097726,ViT-L-14,0.6344999971367813,vtab/svhn,commonpool_xl_clip_s13b_b90k,,,,0.9195221266133989,zeroshot_classification,ViT-L-14 commonpool_xl_clip_s13b_b90k,
en,0.558159188690842,ViT-L-14,0.5975320334330033,vtab/svhn,commonpool_xl_laion_s13b_b90k,,,,0.8616318377381684,zeroshot_classification,ViT-L-14 commonpool_xl_laion_s13b_b90k,
en,0.602181929932391,ViT-L-14,0.6184880549594213,vtab/svhn,commonpool_xl_s13b_b90k,,,,0.9171020282728949,zeroshot_classification,ViT-L-14 commonpool_xl_s13b_b90k,
en,0.34818684695759067,ViT-B-16,0.32414669981648203,vtab/svhn,datacomp_l_s1b_b8k,,,,0.8103872157344807,zeroshot_classification,ViT-B-16 datacomp_l_s1b_b8k,
en,0.09880147510755993,ViT-B-32,0.11103520866800642,vtab/svhn,datacomp_m_s128m_b4k,,,,0.581399815611555,zeroshot_classification,ViT-B-32 datacomp_m_s128m_b4k,
en,0.08527965580823602,ViT-B-32,0.10094809418580449,vtab/svhn,datacomp_s_s13m_b4k,,,,0.4918177627535341,zeroshot_classification,ViT-B-32 datacomp_s_s13m_b4k,
en,0.6437461585740627,ViT-L-14,0.6368766261579123,vtab/svhn,datacomp_xl_s13b_b90k,,,,0.9407267977873387,zeroshot_classification,ViT-L-14 datacomp_xl_s13b_b90k,
en,0.5347264904732637,xlm-roberta-large-ViT-H-14,0.5705354407004262,vtab/svhn,frozen_laion5b_s13b_b90k,,,,0.8503380454824832,zeroshot_classification,xlm-roberta-large-ViT-H-14 frozen_laion5b_s13b_b90k,
en,0.38806084818684694,ViT-B-32,0.38384147227283355,vtab/svhn,laion2b_e16,,,,0.7808082360172096,zeroshot_classification,ViT-B-32 laion2b_e16,
en,0.44168715427166566,roberta-ViT-B-32,0.39321860459999586,vtab/svhn,laion2b_s12b_b32k,,,,0.8484557467732022,zeroshot_classification,roberta-ViT-B-32 laion2b_s12b_b32k,
en,0.6034111862323295,ViT-g-14,0.5710234925082338,vtab/svhn,laion2b_s12b_b42k,,,,0.8977028272894899,zeroshot_classification,ViT-g-14 laion2b_s12b_b42k,
en,0.5815150583896742,convnext_base_w,0.5502171750302375,vtab/svhn,laion2b_s13b_b82k_augreg,,,,0.9151429010448678,zeroshot_classification,convnext_base_w laion2b_s13b_b82k_augreg,
en,0.5114090350338045,convnext_base_w,0.47618069842490157,vtab/svhn,laion2b_s13b_b82k,,,,0.817801167793485,zeroshot_classification,convnext_base_w laion2b_s13b_b82k,
en,0.5213967424708051,coca_ViT-B-32,0.47874121101026235,vtab/svhn,laion2b_s13b_b90k,,,,0.8562538414259373,zeroshot_classification,coca_ViT-B-32 laion2b_s13b_b90k,
en,0.6474723417332514,convnext_large_d,0.6548879422757274,vtab/svhn,laion2b_s26b_b102k_augreg,,,,0.9358097725875845,zeroshot_classification,convnext_large_d laion2b_s26b_b102k_augreg,
en,0.6382913337430854,convnext_large_d_320,0.6389712327479493,vtab/svhn,laion2b_s29b_b131k_ft,,,,0.9277427781192379,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft,
en,0.6460894283958205,convnext_large_d_320,0.6421493244110256,vtab/svhn,laion2b_s29b_b131k_ft_soup,,,,0.9329287031346035,zeroshot_classification,convnext_large_d_320 laion2b_s29b_b131k_ft_soup,
en,0.5632298709280885,ViT-H-14,0.5602128597208393,vtab/svhn,laion2b_s32b_b79k,,,,0.8870620774431469,zeroshot_classification,ViT-H-14 laion2b_s32b_b79k,
en,0.4591656422864167,ViT-L-14,0.48388111759819347,vtab/svhn,laion2b_s32b_b82k,,,,0.8154194837123541,zeroshot_classification,ViT-L-14 laion2b_s32b_b82k,
en,0.40980331899200984,ViT-B-32,0.4207145738133833,vtab/svhn,laion2b_s34b_b79k,,,,0.7993623232944069,zeroshot_classification,ViT-B-32 laion2b_s34b_b79k,
en,0.6104025814382299,convnext_xxlarge,0.6553952877207421,vtab/svhn,laion2b_s34b_b82k_augreg,,,,0.8918254456054088,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg,
en,0.6258066994468346,convnext_xxlarge,0.6604253008581591,vtab/svhn,laion2b_s34b_b82k_augreg_rewind,,,,0.9117624462200369,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_rewind,
en,0.6241548862937922,convnext_xxlarge,0.6632842965123148,vtab/svhn,laion2b_s34b_b82k_augreg_soup,,,,0.906960663798402,zeroshot_classification,convnext_xxlarge laion2b_s34b_b82k_augreg_soup,
en,0.515519360786724,ViT-B-16,0.5374453161586012,vtab/svhn,laion2b_s34b_b88k,,,,0.8164566687154272,zeroshot_classification,ViT-B-16 laion2b_s34b_b88k,
en,0.5846266133988937,ViT-g-14,0.6148420927482434,vtab/svhn,laion2b_s34b_b88k,,,,0.8697756607252612,zeroshot_classification,ViT-g-14 laion2b_s34b_b88k,
en,0.6254225568531039,ViT-bigG-14,0.5658986400322741,vtab/svhn,laion2b_s39b_b160k,,,,0.9342732022126613,zeroshot_classification,ViT-bigG-14 laion2b_s39b_b160k,
en,0.3554087277197296,ViT-B-16-plus-240,0.39862659221352026,vtab/svhn,laion400m_e31,,,,0.6496235402581438,zeroshot_classification,ViT-B-16-plus-240 laion400m_e31,
en,0.3808389674247081,ViT-B-16,0.3651708960624883,vtab/svhn,laion400m_e31,,,,0.8045098340503996,zeroshot_classification,ViT-B-16 laion400m_e31,
en,0.2752381684081131,ViT-B-32-quickgelu,0.2816681069057573,vtab/svhn,laion400m_e31,,,,0.73740012292563,zeroshot_classification,ViT-B-32-quickgelu laion400m_e31,
en,0.2194222495390289,ViT-B-32,0.24569597128007659,vtab/svhn,laion400m_e31,,,,0.6798171481253842,zeroshot_classification,ViT-B-32 laion400m_e31,
en,0.3778042409342348,ViT-L-14,0.4021055201439106,vtab/svhn,laion400m_e31,,,,0.760679164105716,zeroshot_classification,ViT-L-14 laion400m_e31,
en,0.3621696373693915,ViT-B-16-plus-240,0.40450165449554587,vtab/svhn,laion400m_e32,,,,0.6561539643515673,zeroshot_classification,ViT-B-16-plus-240 laion400m_e32,
en,0.38529502151198525,ViT-B-16,0.3708447955294191,vtab/svhn,laion400m_e32,,,,0.8060464044253227,zeroshot_classification,ViT-B-16 laion400m_e32,
en,0.27761985248924403,ViT-B-32-quickgelu,0.2819677897184244,vtab/svhn,laion400m_e32,,,,0.7330977258758451,zeroshot_classification,ViT-B-32-quickgelu laion400m_e32,
en,0.22314843269821757,ViT-B-32,0.24893382593808586,vtab/svhn,laion400m_e32,,,,0.6762830362630609,zeroshot_classification,ViT-B-32 laion400m_e32,
en,0.37987861094038106,ViT-L-14,0.4052347620683575,vtab/svhn,laion400m_e32,,,,0.7628303626306084,zeroshot_classification,ViT-L-14 laion400m_e32,
en,0.3739244007375538,convnext_base,0.34510564556568146,vtab/svhn,laion400m_s13b_b51k,,,,0.8150353411186232,zeroshot_classification,convnext_base laion400m_s13b_b51k,
en,0.4604717271051014,xlm-roberta-base-ViT-B-32,0.468632008214414,vtab/svhn,laion5b_s13b_b90k,,,,0.8293638598647818,zeroshot_classification,xlm-roberta-base-ViT-B-32 laion5b_s13b_b90k,
en,0.393899815611555,convnext_base_w_320,0.3820309584600192,vtab/svhn,laion_aesthetic_s13b_b82k_augreg,,,,0.8040872771972957,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k_augreg,
en,0.38345113706207745,convnext_base_w_320,0.319714470377306,vtab/svhn,laion_aesthetic_s13b_b82k,,,,0.7729333128457283,zeroshot_classification,convnext_base_w_320 laion_aesthetic_s13b_b82k,
en,0.36512753534111864,convnext_base_w,0.29649153896522734,vtab/svhn,laion_aesthetic_s13b_b82k,,,,0.7470805162876459,zeroshot_classification,convnext_base_w laion_aesthetic_s13b_b82k,
en,0.2259142593730793,RN101-quickgelu,0.25148289691575276,vtab/svhn,openai,,,,0.7466963736939152,zeroshot_classification,RN101-quickgelu openai,
en,0.2259142593730793,RN101,0.25148289691575276,vtab/svhn,openai,,,,0.7466963736939152,zeroshot_classification,RN101 openai,
en,0.3024738783036263,RN50-quickgelu,0.24908467124932923,vtab/svhn,openai,,,,0.722879532882606,zeroshot_classification,RN50-quickgelu openai,
en,0.3024738783036263,RN50,0.24908467124932923,vtab/svhn,openai,,,,0.722879532882606,zeroshot_classification,RN50 openai,
en,0.4091502765826675,RN50x16,0.4711361190593726,vtab/svhn,openai,,,,0.729141057160418,zeroshot_classification,RN50x16 openai,
en,0.36597264904732635,RN50x4,0.3832105449841367,vtab/svhn,openai,,,,0.7876843884449908,zeroshot_classification,RN50x4 openai,
en,0.4812538414259373,RN50x64,0.5065548643949457,vtab/svhn,openai,,,,0.8282114320835894,zeroshot_classification,RN50x64 openai,
en,0.31188537185003073,ViT-B-16,0.3474545170139729,vtab/svhn,openai,,,,0.7654425322679779,zeroshot_classification,ViT-B-16 openai,
en,0.13487246465888136,ViT-B-32-quickgelu,0.14357628292635355,vtab/svhn,openai,,,,0.6516210817455439,zeroshot_classification,ViT-B-32-quickgelu openai,
en,0.1350261216963737,ViT-B-32,0.14438457830490273,vtab/svhn,openai,,,,0.6514674247080516,zeroshot_classification,ViT-B-32 openai,
en,0.560540872771973,ViT-L-14-336,0.567713586372135,vtab/svhn,openai,,,,0.9153733866011063,zeroshot_classification,ViT-L-14-336 openai,
en,0.5716041794714198,ViT-L-14,0.5911525663907921,vtab/svhn,openai,,,,0.9143746158574063,zeroshot_classification,ViT-L-14 openai,
en,0.08151505838967425,RN101-quickgelu,0.1024184811875845,vtab/svhn,yfcc15m,,,,0.5301167793484942,zeroshot_classification,RN101-quickgelu yfcc15m,
en,0.16145513214505225,RN101,0.11114784438957374,vtab/svhn,yfcc15m,,,,0.5951521204671174,zeroshot_classification,RN101 yfcc15m,
en,0.09680393362015981,RN50-quickgelu,0.10945120336240319,vtab/svhn,yfcc15m,,,,0.5570835894283959,zeroshot_classification,RN50-quickgelu yfcc15m,
en,0.06810848186846957,RN50,0.10078325941726603,vtab/svhn,yfcc15m,,,,0.5184388444990781,zeroshot_classification,RN50 yfcc15m,