Classification on CelebA HairColor (test)
95.6In-Distribution AccuracyERM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ERMBackbone network=Resnet50, Spurious attribute label=false2022.06 | 95.6 | 47.2 | 48.4 | |
| SSL+ERMBackbone network=Resnet18, Spurious attribute label=false2022.06 | 95.5 | 38.5 | 42 | |
| Group DROBackbone network=Resnet50, Spurious attribute label=true2022.06 | 93.1 | 88.5 | 4.6 | |
| SSABackbone network=Resnet50, Spurious attribute label=true2022.06 | 92.8 | 89.8 | 3 | |
| EIILBackbone network=Resnet50, Spurious attribute label=false2022.06 | 91.9 | 83.3 | 8.6 | |
| LWBCBackbone network=Resnet18, Spurious attribute label=false2022.06 | 88.9 | 85.5 | 3.4 | |
| JTTBackbone network=Resnet50, Spurious attribute label=false2022.06 | 88 | 81.1 | 6.9 | |
| LfFBackbone network=Resnet50, Spurious attribute label=false2022.06 | 86 | 70.6 | 15.4 | |
| CVaR DROBackbone network=Resnet50, Spurious attribute label=false2022.06 | 82.4 | 64.4 | 18 |