Fair Classification on CelebA level-3 snow noise (corrupted)
85.04Acc s+MSAM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MSAMBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 85.04 | 64.22 | 79.97 | 20.82 | 6.28 | |
| SAMBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 85 | 63.77 | 79.84 | 21.23 | 5.76 | |
| GroupSAMBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 84.97 | 65.12 | 78.09 | 19.85 | 4.6 | |
| VanillaBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 84.57 | 63.09 | 79.01 | 21.48 | 7.47 | |
| FairSAMBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 81.75 | 69.81 | 78.85 | 11.94 | 1 | |
| ReweighedBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 80.91 | 63.2 | 76.62 | 17.71 | 4 | |
| GroupDROBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 79.08 | 66.35 | 76.53 | 12.73 | 4.38 | |
| FairRegBackbone=ResNet-18, Target attribute=Big Nose, Sensitive attribute=Age, Corruption type=level-3 snow noise2025.03 | 63.15 | 59.04 | 62.17 | 4.11 | 3.73 |