Skin Lesion Classification on Fitzpatrick-17k (test)
0.8791AccuracyCFair
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CFairPrivate implementation=true2023.03 | 0.8791 | 0.7862 | 0.7973 | 0.7812 | 0.0093 | 0.0983 | 0.1017 | 10.03 | 12.15 | 10.09 | — | |
| ResamplingPrivate implementation=true2023.03 | 0.8773 | 0.7921 | 0.8001 | 0.7827 | 0.0111 | 0.1043 | 0.1078 | -10.86 | -0.03 | -2.05 | — | |
| Vanilla2023.03 | 0.8753 | 0.796 | 0.8022 | 0.7841 | 0.01 | 0.104 | 0.1054 | — | — | — | — | |
| EnDPrivate implementation=true2023.03 | 0.868 | 0.7732 | 0.7858 | 0.769 | 0.0122 | 0.0901 | 0.092 | -22.83 | 12.53 | 11.88 | — | |
| GroupDROPrivate implementation=true2023.03 | 0.8662 | 0.7721 | 0.7829 | 0.7656 | 0.0094 | 0.0804 | 0.0823 | 5.07 | 21.66 | 20.91 | — | |
| IndPrivate implementation=true2023.03 | 0.8633 | 0.7611 | 0.7748 | 0.752 | 0.0078 | 0.1013 | 0.0972 | 20.63 | 1.23 | 6.41 | — | |
| FairAdaBN2023.03 | 0.8472 | 0.7443 | 0.7574 | 0.7331 | 0.0048 | 0.0767 | 0.0773 | 48.79 | 23.04 | 23.45 | — | |
| OxEnsembleEnsemble size=212025.12 | 0.642 | — | — | — | — | — | — | — | — | — | 0.057 | |
| HyperAdaptBackbone=Swin-T2026.01 | 0.635 | 0.666 | 0.621 | 0.621 | — | — | — | — | — | — | — | |
| FairAdaBNBackbone=Swin-T2026.01 | 0.633 | 0.636 | 0.582 | 0.587 | — | — | — | — | — | — | — | |
| FairQuantizeBackbone=Swin-T2026.01 | 0.632 | 0.619 | 0.591 | 0.588 | — | — | — | — | — | — | — | |
| GroupAdaptBackbone=Swin-T2026.01 | 0.626 | 0.654 | 0.603 | 0.608 | — | — | — | — | — | — | — | |
| OxonFairEnsemble size=212025.12 | 0.623 | — | — | — | — | — | — | — | — | — | 0.048 | |
| HEALBackbone=Swin-T2026.01 | 0.622 | 0.65 | 0.61 | 0.609 | — | — | — | — | — | — | — | |
| DAFTBackbone=Swin-T2026.01 | 0.621 | 0.639 | 0.604 | 0.603 | — | — | — | — | — | — | — | |
| GroupModelBackbone=Swin-T2026.01 | 0.608 | 0.63 | 0.59 | 0.593 | — | — | — | — | — | — | — | |
| VanillaBackbone=Swin-T2026.01 | 0.607 | 0.625 | 0.587 | 0.587 | — | — | — | — | — | — | — |