Robust Image Classification on cMNIST (test)
85.26WGATCSL-CS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCSL-CSGroup Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 85.26 | 92.22 | |
| Group DROuses training group labels=true, uses validation group labels=true, inference-time interpretability=false2026.06 | 78.5 | 90.6 | |
| CnCuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 77.4 | 90.9 | |
| GEORGEuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 76.4 | 89.5 | |
| JTTuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 74.5 | 90.2 | |
| RGbalGroup Info Train=true, Coreset Selection Ratio (r)=0.22026.06 | 73.83 | 85.58 | |
| NCTuses training group labels=false, uses validation group labels=false, inference-time interpretability=true2026.06 | 72.9 | 88.4 | |
| EIILuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 72.8 | 90.7 | |
| TCSL-CSGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 62.09 | 82.2 | |
| EL2N (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 55.48 | 74.35 | |
| SelfSup (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 55.35 | 74.87 | |
| SelfSup (Top)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 52.7 | 76.05 | |
| SelfSup (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 49.94 | 71.1 | |
| EL2N (Top)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 49.66 | 75.06 | |
| RGbalGroup Info Train=✓, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 48.29 | 76.51 | |
| D2 (SelfSup+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 47.69 | 75.62 | |
| D2 (EL2N+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 45.95 | 68.54 | |
| EL2N (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 40.11 | 68.8 | |
| D2 (EL2N+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 37.67 | 63.48 | |
| RandomGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 36.02 | 69.29 | |
| D2 (SelfSup+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 34.48 | 64.26 | |
| D2 (EL2N+CLIP)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 27.87 | 56.75 | |
| D2 (SelfSup+ResNet)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 25.57 | 58.65 | |
| D2 (SelfSup+CLIP)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 22.05 | 50.58 | |
| D2 (EL2N+ResNet)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 20.79 | 42.64 | |
| EL2N (Hist)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 10.4 | 35.18 | |
| SelfSup (Hist)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 5.4 | 34.16 | |
| RandomGroup Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 5.4 | 34.6 | |
| EL2N (Bot)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 0 | 13.92 | |
| SelfSup (Bot)Group Info Train=false, Coreset Selection Ratio (r)=0.22026.06 | 0 | 19.16 | |
| EL2N (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 0 | 18 | |
| SelfSup (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.06 | 0 | 16.22 | |
| ERMuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 0 | 20.1 |