Robust Image Classification on UrbanCars B (test)
83.6WGATCSL-CS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCSL-CSGroup Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 83.6 | 88.57 | |
| RGbalGroup Info Train=true, Coreset Selection Ratio (r)=0.22026.06 | 81.73 | 87.6 | |
| TCSL-CSGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 73.87 | 86.77 | |
| RGbalGroup Info Train=✓, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 70.27 | 84.2 | |
| D2 (EL2N+ResNet)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 70 | 84.37 | |
| EL2N (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 68.8 | 83.7 | |
| D2 (EL2N+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 67.6 | 82.77 | |
| SelfSup (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 67.47 | 82.83 | |
| EL2N (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 66.93 | 82.6 | |
| D2 (EL2N+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 64.8 | 80.9 | |
| SelfSup (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 64.13 | 83.7 | |
| SelfSup (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 64 | 81.57 | |
| D2 (EL2N+CLIP)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 62.8 | 80.2 | |
| EL2N (Top)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 62.53 | 74.87 | |
| RandomGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 61.87 | 82.1 | |
| SelfSup (Hist)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 60 | 80.17 | |
| D2 (SelfSup+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 59.33 | 79.43 | |
| D2 (SelfSup+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 57.6 | 80.03 | |
| EL2N (Hist)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 57.07 | 78.3 | |
| RandomGroup Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 56 | 78.97 | |
| SelfSup (Bot)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 43.47 | 77.5 | |
| D2 (SelfSup+ResNet)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 41.33 | 75.1 | |
| D2 (SelfSup+CLIP)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 37.47 | 72.07 | |
| EL2N (Bot)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 34 | 66.73 | |
| EL2N (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 32.67 | 68.83 | |
| SelfSup (Top)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 28.13 | 68.63 |