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szrxiao/gist:dd5b8f30edde1020477ef76f369f843b

Last active October 5, 2017 17:57
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Imagenet_baseline
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gistfile1.txt
ZF model train.py -g 0,1,2,3 -d imagenet -a -n zf -t 28e -e 28e
Results on small objects (5985)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.0073 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.4 | 0.0063 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.5 | 0.0049 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
Results on large objects (33193)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.4943 | 0.8173 | 0.8 | 0.5534 | 0.933 | 0.9 | 0.4244 | 0.9767 | 0.9501 | 0.3039 |
| 0.4 | 0.4751 | 0.8341 | 0.8 | 0.5336 | 0.9416 | 0.9 | 0.4034 | 0.982 | 0.95 | 0.2766 |
| 0.5 | 0.4415 | 0.8624 | 0.8 | 0.4981 | 0.9566 | 0.9001 | 0.3603 | 0.9888 | 0.95 | 0.2359 |
Results on medium objects (16324)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.1069 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.4 | 0.0995 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.5 | 0.0868 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
Results on overall objects (55502)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.3864 | 0.792 | 0.8 | 0.3862 | 0.9249 | 0.9 | 0.286 | 0.9741 | 0.95 | 0.1997 |
| 0.4 | 0.3699 | 0.8108 | 0.8 | 0.3706 | 0.9343 | 0.9 | 0.2708 | 0.9793 | 0.9501 | 0.1838 |
| 0.5 | 0.3412 | 0.8423 | 0.8 | 0.3427 | 0.951 | 0.9 | 0.2406 | 0.9881 | 0.95 | 0.15 |
Vgg16 train.py -g 0,1,2,3 -d imagenet -a -n vgg16 -t 28e -e 28e
Results on small objects (5985)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.013 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.4 | 0.0112 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.5 | 0.0077 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
Results on large objects (33193)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.5752 | 0.8182 | 0.8 | 0.6152 | 0.9357 | 0.9 | 0.4785 | 0.9814 | 0.95 | 0.3425 |
| 0.4 | 0.5557 | 0.8332 | 0.8 | 0.5988 | 0.9442 | 0.9 | 0.4554 | 0.986 | 0.9501 | 0.318 |
| 0.5 | 0.5208 | 0.86 | 0.8 | 0.5658 | 0.9607 | 0.9 | 0.4058 | 0.9917 | 0.95 | 0.276 |
Results on medium objects (16324)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.1625 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 |
| 0.4 | 0.1502 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 |
| 0.5 | 0.133 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 |
Results on overall objects (55502)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.4647 | 0.7794 | 0.8 | 0.4531 | 0.9245 | 0.9 | 0.3362 | 0.9787 | 0.95 | 0.2291 |
| 0.4 | 0.4458 | 0.7977 | 0.8 | 0.4377 | 0.9336 | 0.9 | 0.3198 | 0.9836 | 0.9501 | 0.2126 |
| 0.5 | 0.4139 | 0.8286 | 0.8 | 0.4095 | 0.9525 | 0.9 | 0.2816 | 0.9903 | 0.95 | 0.1835 |
Resnet50 train.py -g 0,1,2,3 -d imagenet -a -n resnet50 -t 28e -e 28e
Results on small objects (5985)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.0071 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.4 | 0.0059 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.5 | 0.0041 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
Results on large objects (33193)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.5877 | 0.854 | 0.8 | 0.6316 | 0.9517 | 0.9 | 0.5044 | 0.9858 | 0.95 | 0.3729 |
| 0.4 | 0.5697 | 0.865 | 0.8 | 0.6169 | 0.958 | 0.9 | 0.4844 | 0.9891 | 0.95 | 0.3487 |
| 0.5 | 0.5372 | 0.8864 | 0.8 | 0.5877 | 0.9695 | 0.9 | 0.4401 | 0.9944 | 0.9501 | 0.2969 |
Results on medium objects (16324)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.1516 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.4 | 0.1402 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.5 | 0.1206 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
Results on overall objects (55502)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.4655 | 0.8234 | 0.8 | 0.4547 | 0.944 | 0.9 | 0.3453 | 0.984 | 0.95 | 0.2445 |
| 0.4 | 0.4487 | 0.8372 | 0.8 | 0.4413 | 0.9511 | 0.9 | 0.3294 | 0.9874 | 0.95 | 0.2287 |
| 0.5 | 0.4183 | 0.8637 | 0.8 | 0.4143 | 0.9644 | 0.9 | 0.2971 | 0.9938 | 0.9501 | 0.1899 |
Resnet101 train.py -g 0,1,2,3 -d imagenet -a -n resnet101 -t 28e -e 28e
Results on small objects (5985)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@095 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :----: | :-------: | :------: |
| 0.3 | 0.0063 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1. | 1.0 | 0.0 |
| 0.4 | 0.0054 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1. | 1.0 | 0.0 |
| 0.5 | 0.0035 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1. | 1.0 | 0.0 |
Results on large objects (33193)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@095 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :----: | :-------: | :------: |
| 0.3 | 0.5817 | 0.8387 | 0.8 | 0.6239 | 0.9455 | 0.9 | 0.4957 | 0.988 | 0.95 | 0.3635 |
| 0.4 | 0.5605 | 0.8525 | 0.8 | 0.6082 | 0.9557 | 0.9 | 0.4657 | 0.981 | 0.95 | 0.331 |
| 0.5 | 0.5256 | 0.8761 | 0.8 | 0.5776 | 0.9675 | 0.9 | 0.4234 | 0.995 | 0.9501 | 0.2936 |
Results on medium objects (16324)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@095 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :----: | :-------: | :------: |
| 0.3 | 0.1472 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1. | 1.0 | 0.0001 |
| 0.4 | 0.1348 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1. | 1.0 | 0.0001 |
| 0.5 | 0.1149 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1. | 1.0 | 0.0001 |
Results on overall objects (55502)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@095 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :----: | :-------: | :------: |
| 0.3 | 0.4648 | 0.8068 | 0.8 | 0.4502 | 0.9381 | 0.9 | 0.3381 | 0.988 | 0.95 | 0.2388 |
| 0.4 | 0.4462 | 0.822 | 0.8 | 0.4361 | 0.947 | 0.9 | 0.321 | 0.987 | 0.9501 | 0.2146 |
| 0.5 | 0.4144 | 0.8507 | 0.8 | 0.4096 | 0.9623 | 0.9 | 0.2853 | 0.93 | 0.95 | 0.1859 |
Resnet18 train.py -g 0,1,2,3 -d imagenet -a -n resnet18 -t 28e -e 28e
Results on small objects (5985)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.005 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.4 | 0.0042 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 0.5 | 0.003 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 |
Results on large objects (33193)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.5265 | 0.8067 | 0.8 | 0.5872 | 0.9326 | 0.9 | 0.4507 | 0.9773 | 0.95 | 0.3241 |
| 0.4 | 0.5065 | 0.8222 | 0.8 | 0.5699 | 0.9423 | 0.9 | 0.4262 | 0.9818 | 0.95 | 0.3017 |
| 0.5 | 0.4678 | 0.8525 | 0.8 | 0.5335 | 0.9595 | 0.9 | 0.3767 | 0.9918 | 0.9501 | 0.2402 |
Results on medium objects (16324)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.1152 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 |
| 0.4 | 0.1057 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 |
| 0.5 | 0.091 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 | 1.0 | 1.0 | 0.0001 |
Results on overall objects (55502)
| IOU | MAP | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.4103 | 0.7744 | 0.8 | 0.4165 | 0.9233 | 0.9 | 0.3056 | 0.9753 | 0.95 | 0.2106 |
| 0.4 | 0.3928 | 0.7926 | 0.8 | 0.4017 | 0.9355 | 0.9 | 0.2854 | 0.9804 | 0.95 | 0.1948 |
| 0.5 | 0.3598 | 0.8283 | 0.8 | 0.3716 | 0.9548 | 0.9 | 0.249 | 0.9914 | 0.9501 | 0.1511 |
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