Group Robustness on UrbanCars-B (test)
84.27WGATCSL-CS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TCSL-CSGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 84.27 | 86.93 | |
| RGbalGroup Info (Train)=✓, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 84 | 86.57 | |
| D2 (EL2N+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 58.4 | 65.13 | |
| SelfSup (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 57.87 | 79 | |
| EL2N (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 54 | 75.33 | |
| D2 (EL2N+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 53.2 | 66.27 | |
| RandomGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 51.07 | 76.07 | |
| SelfSup (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 38.8 | 74.9 | |
| EL2N (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 35.6 | 68.07 | |
| D2 (SelfSup+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 30.13 | 68.77 | |
| D2 (SelfSup+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 28.67 | 65.8 | |
| EL2N (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 28.53 | 56.63 | |
| SelfSup (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 27.47 | 64.1 |