Group Robustness on Waterbirds (test)
92.67WGARGbal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RGbalGroup Info (Train)=✓, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 92.67 | 93.68 | |
| TCSL-CSGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 91.91 | 92.83 | |
| D2 (EL2N+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 90.39 | 96.82 | |
| D2 (EL2N+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 89.92 | 91.44 | |
| EL2N (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 88.13 | 89.53 | |
| D2 (SelfSup+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 75.49 | 96.37 | |
| D2 (SelfSup+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 75.49 | 97.31 | |
| SelfSup (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 75.39 | 96.25 | |
| SelfSup (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 74.97 | 96.11 | |
| EL2N (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 64.94 | 95.97 | |
| RandomGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 62.15 | 96.69 | |
| SelfSup (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 59.81 | 91.01 | |
| EL2N (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 39.88 | 93.9 |