Robust Classification on Waterbirds (test)
92.9WGADFR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DFR2025.10 | 92.9 | 94.2 | |
| DaC2025.10 | 92.3 | 95.3 | |
| AFR2025.10 | 90.4 | 94.2 | |
| CnC2025.10 | 88.5 | 90.9 | |
| JTT2025.10 | 86.7 | 93.6 | |
| GroupDRO2025.10 | 86 | 96 | |
| TCSL-CSGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 83.71 | 96.87 | |
| SelfSup (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 82.24 | 97.93 | |
| RGbalGroup Info Train=✓, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 81.52 | 97.88 | |
| D2 (EL2N+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 81.26 | 98.09 | |
| EL2N (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 81.07 | 98.07 | |
| SelfSup (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 80.89 | 98.09 | |
| EL2N (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 80.49 | 97.86 | |
| D2 (SelfSup+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 79.75 | 97.93 | |
| RandomGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 79.44 | 97.83 | |
| EIIL2025.10 | 78.7 | 96.9 | |
| D2 (EL2N+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 77.05 | 97.75 | |
| D2 (SelfSup+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 73.62 | 97.76 | |
| SEG-MIL-CBMgroup label usage=validation selection and evaluation only2025.10 | 72 | 85.73 | |
| SelfSup (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 61.63 | 96.13 | |
| ERM2025.10 | 60 | 97.3 | |
| EL2N (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 28.56 | 94.81 |