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Raw embeddings and merged by Average | |
Tag Songbird Water Bird Insect Running Water Rain Cable Wind Vehicle Aircraft | |
------------ ---------- ------------ -------- --------------- ------ ------- ------ --------- ---------- | |
N. Neighbors 0.72 0.53 0.53 0.71 0.82 0.8 0.91 -1 0.5 | |
Linear SVM 0.89 0.75 0.74 0.91 0.82 0.84 0.87 -1 0.059 | |
RBF SVM 0.83 0.67 0.48 0.74 0.81 0.84 0.9 -1 0.87 | |
Gaussian P. 0.87 0.65 0.72 0.94 0.8 0.91 0.91 -1 0.77 | |
Decision T. 0.7 0.57 0.58 0.85 0.64 0.8 0.76 -1 0.5 | |
Random F. 0.74 0.62 0.67 0.68 0.86 0.75 0.86 -1 0.34 | |
NN 0.88 0.72 0.7 0.94 0.82 0.92 0.9 -1 0.87 | |
AdaBoost 0.79 0.63 0.72 0.88 0.82 0.82 0.87 -1 0.96 | |
Naive B. 0.69 0.6 0.65 0.82 0.84 0.69 0.74 -1 0.48 | |
QDA 0.5 0.5 0.5 0.5 0.5 0.63 0.75 -1 0.5 | |
Raw embeddings and merged by Concat | |
Tag Songbird Water Bird Insect Running Water Rain Cable Wind Vehicle Aircraft | |
------------ ---------- ------------ -------- --------------- ------ ------- ------ --------- ---------- | |
N. Neighbors 0.66 0.56 0.64 0.79 0.68 0.7 0.88 -1 0.5 | |
Linear SVM 0.87 0.74 0.76 0.88 0.79 0.85 0.89 -1 0.076 | |
RBF SVM 0.49 0.53 0.44 0.49 0.42 0.4 0.34 -1 0.35 | |
Gaussian P. 0.9 0.65 0.76 0.92 0.77 0.86 0.9 -1 0.74 | |
Decision T. 0.73 0.45 0.47 0.62 0.57 0.64 0.71 -1 0.5 | |
Random F. 0.62 0.53 0.68 0.58 0.74 0.72 0.83 -1 0.53 | |
NN 0.83 0.68 0.63 0.87 0.72 0.85 0.88 -1 0.9 | |
AdaBoost 0.81 0.75 0.62 0.82 0.72 0.8 0.83 -1 0.98 | |
Naive B. 0.6 0.57 0.56 0.74 0.64 0.58 0.68 -1 0.5 | |
QDA 0.53 0.52 0.52 0.57 0.52 0.58 0.55 -1 0.47 | |
Normalized embeddings and merged by Average | |
Tag Songbird Water Bird Insect Running Water Rain Cable Wind Vehicle Aircraft | |
------------ ---------- ------------ -------- --------------- ------ ------- ------ --------- ---------- | |
N. Neighbors 0.74 0.54 0.52 0.71 0.83 0.82 0.87 -1 0.5 | |
Linear SVM 0.75 0.59 0.6 0.79 0.7 0.82 0.83 -1 0.56 | |
RBF SVM 0.5 0.5 0.5 0.5 0.5 0.5 0.5 -1 0.5 | |
Gaussian P. 0.5 0.5 0.5 0.5 0.5 0.5 0.5 -1 0.5 | |
Decision T. 0.7 0.56 0.65 0.65 0.72 0.7 0.74 -1 0.5 | |
Random F. 0.75 0.71 0.64 0.79 0.74 0.81 0.87 -1 0.39 | |
NN 0.79 0.58 0.71 0.89 0.88 0.83 0.85 -1 0.81 | |
AdaBoost 0.79 0.71 0.64 0.82 0.67 0.84 0.89 -1 0.55 | |
Naive B. 0.79 0.6 0.73 0.81 0.83 0.81 0.86 -1 0.7 | |
QDA 0.5 0.5 0.5 0.5 0.5 0.5 0.88 -1 0.5 | |
Normalized embeddings and merged by Concat | |
Tag Songbird Water Bird Insect Running Water Rain Cable Wind Vehicle Aircraft | |
------------ ---------- ------------ -------- --------------- ------ ------- ------ --------- ---------- | |
N. Neighbors 0.65 0.55 0.63 0.75 0.75 0.74 0.86 -1 0.49 | |
Linear SVM 0.74 0.67 0.55 0.77 0.69 0.81 0.81 -1 0.17 | |
RBF SVM 0.5 0.5 0.5 0.5 0.5 0.5 0.5 -1 0.5 | |
Gaussian P. 0.5 0.5 0.5 0.5 0.5 0.5 0.5 -1 0.5 | |
Decision T. 0.78 0.52 0.56 0.64 0.56 0.63 0.71 -1 0.5 | |
Random F. 0.68 0.6 0.62 0.75 0.73 0.76 0.85 -1 0.38 | |
NN 0.79 0.57 0.56 0.79 0.65 0.77 0.82 -1 0.5 | |
AdaBoost 0.68 0.73 0.56 0.78 0.64 0.8 0.85 -1 0.75 | |
Naive B. 0.73 0.63 0.7 0.81 0.6 0.76 0.83 -1 0.41 | |
QDA 0.52 0.61 0.51 0.47 0.41 0.5 0.6 -1 |
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