Low-shot Image Classification on VOC 2007 (test)
64.8mAP (k=1)MoPro
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MoProPretrain dataset=WebVision-V2.0, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 64.8 | 74.8 | 79.9 | 83.9 | 86.1 | — | — | — | |
| CEPretrain dataset=WebVision-V2.0, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 63 | 73.8 | 78.7 | 83 | 85.4 | — | — | — | |
| MoProPretrain dataset=WebVision-V1.0, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 59.5 | 71.3 | 76.5 | 81.4 | 83.7 | — | — | — | |
| CEPretrain dataset=WebVision-V1.0, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 54.5 | 67.1 | 72.8 | 78.4 | 81.4 | — | — | — | |
| SupervisedEpochs=902021.10 | 54.46 | 68.15 | 73.79 | 79.51 | 82.26 | 84 | 85.13 | 87.27 | |
| CE (Sup.)Pretrain dataset=ImageNet, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 54.3 | 67.8 | 73.9 | 79.6 | 82.3 | — | — | — | |
| MoProPretrain dataset=WebVision-V0.5, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 54.3 | 67.8 | 73.5 | 79.2 | 81.8 | — | — | — | |
| CEPretrain dataset=WebVision-V0.5, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 49.8 | 63.9 | 69.9 | 76.1 | 79.2 | — | — | — | |
| WCLEpochs=8002021.10 | 48.25 | 60.68 | 68.52 | 76.48 | 81.05 | 83.89 | 85.88 | 88.64 | |
| WCLEpochs=2002021.10 | 48.06 | 60.12 | 68.52 | 76.16 | 80.24 | 82.97 | 85.01 | 87.75 | |
| PCL v2*Pretrain dataset=ImageNet, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 47.9 | 59.6 | 66.2 | 74.5 | 78.3 | — | — | — | |
| PCL v2Epochs=2002021.10 | 47.88 | 59.59 | 66.21 | 74.45 | 78.34 | 80.72 | 82.67 | 85.43 | |
| MoCo v2Epochs=2002021.10 | 46.3 | 58.4 | 64.85 | 72.47 | 76.14 | 79.16 | 81.52 | 84.6 | |
| MoCo v2*Pretrain dataset=ImageNet, Classifier=Linear SVM, Feature type=Fixed representation2020.09 | 46.3 | 58.4 | 64.9 | 72.5 | 76.1 | — | — | — | |
| SwAVEpochs=2002021.10 | 43.07 | 55.65 | 64.82 | 73.17 | 78.38 | 81.86 | 84.4 | 87.47 | |
| SwAVEpochs=8002021.10 | 42.85 | 54.9 | 64.03 | 72.94 | 78.65 | 82.32 | 84.9 | 88.13 | |
| SwAVEpochs=4002021.10 | 42.14 | 55.34 | 64.31 | 73.08 | 78.47 | 82.09 | 84.62 | 87.78 | |
| Random2021.10 | 8.92 | 9.33 | 10.1 | 10.42 | 10.82 | 11.34 | 11.96 | 12.42 |