Image Classification on SI-Score-9 background-shifted (test)
0.69Test AccuracyBYOL + BG-HardMix (GT)
Evaluation Results
| Method | Links | |
|---|---|---|
| BYOL + BG-HardMix (GT)Augmentation=+BG-HardMix (GT), Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.69 | |
| MoCov2 + BG-HardMix (GT)Augmentation=+BG-HardMix (GT), Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.687 | |
| MoCov2 + BG-Mixup (CAM)Augmentation=+BG-Mixup (CAM), Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.635 | |
| BYOL + BG-Mixup (CAM)Augmentation=+BG-Mixup (CAM), Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.6277 | |
| MoCov2Augmentation=Baseline, Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.5904 | |
| MoCov2 + MixupAugmentation=Mixup [41], Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.586 | |
| BYOL + MixupAugmentation=Mixup [41], Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.5815 | |
| MoCov2 + CutMixAugmentation=CutMix [42], Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.5633 | |
| BYOL + CutMixAugmentation=CutMix [42], Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.5578 | |
| BYOLAugmentation=Baseline, Evaluation protocol=Linear classifier, Training dataset=ImageNet-92021.07 | 0.557 |