Image Classification on Background Challenge (test)
90.95Original AccuracyBG-HardMix
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BG-HardMixAlgorithm=BYOL, Backbone=ResNet-18, Augmentation=GT masks, Evaluation Protocol=Linear classifier2021.07 | 90.95 | 27.28 | 41.16 | 72.63 | 84.94 | 70.51 | 66.81 | 14.44 | |
| BG-MixupAlgorithm=MoCov2, Backbone=ResNet-18, Augmentation=ContraCAM (CAM), Evaluation Protocol=Linear classifier2021.07 | 90.73 | 29.6 | 41.95 | 70.55 | 84.13 | 66.89 | 63.64 | 17.24 | |
| BG-HardMixAlgorithm=MoCov2, Backbone=ResNet-18, Augmentation=GT masks, Evaluation Protocol=Linear classifier2021.07 | 89.69 | 26.44 | 40.11 | 72.68 | 84.48 | 71.95 | 70.25 | 12.53 | |
| BG-MixupAlgorithm=BYOL, Backbone=ResNet-18, Augmentation=ContraCAM (CAM), Evaluation Protocol=Linear classifier2021.07 | 89.3 | 25.7 | 39.94 | 67.53 | 81.28 | 63.83 | 63.05 | 17.45 | |
| MoCov2Backbone=ResNet-18, Augmentation=Baseline, Evaluation Protocol=Linear classifier2021.07 | 89.17 | 31.29 | 44.91 | 63.62 | 80.98 | 60.34 | 55.5 | 20.64 | |
| BYOLBackbone=ResNet-18, Augmentation=Baseline, Evaluation Protocol=Linear classifier2021.07 | 87.3 | 25.59 | 42.83 | 61.04 | 79.3 | 58.03 | 53.35 | 21.27 |