Image Classification on cMNIST
75.75WGATCSL-CS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCSL-CSGroup Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 75.75 | 88.38 | |
| TCSL-CSGroup Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 70.8 | 86.14 | |
| RGbalGroup Info Train=true, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 66.02 | 81.58 | |
| D2 (SelfSup+ResNet)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 64.07 | 79.94 | |
| SelfSup (Top)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 60.12 | 76.64 | |
| D2 (SelfSup+ResNet)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 58.32 | 77.02 | |
| SelfSup (Top)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 55.62 | 78.88 | |
| RGbalGroup Info Train=true, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 54.13 | 77.46 | |
| EL2N (Top)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 52.18 | 75.43 | |
| EL2N (Top)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 51.31 | 77.48 | |
| RandomGroup Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 48.23 | 68.54 | |
| D2 (EL2N+ResNet)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 41.21 | 68.75 | |
| D2 (EL2N+ResNet)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 40.22 | 67.71 | |
| SelfSup (Hist)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 39.27 | 62.18 | |
| D2 (SelfSup+CLIP)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 37.58 | 66.85 | |
| D2 (SelfSup+CLIP)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 36.48 | 67.23 | |
| EL2N (Hist)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 36.42 | 62.4 | |
| D2 (EL2N+CLIP)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 33.3 | 64.89 | |
| D2 (EL2N+CLIP)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 30.45 | 65.55 | |
| RandomGroup Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 28.71 | 61.84 | |
| EL2N (Hist)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 25.76 | 51.65 | |
| SelfSup (Hist)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 24.51 | 50.54 | |
| EL2N (Bot)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 0 | 16.5 | |
| SelfSup (Bot)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 0 | 15.36 | |
| EL2N (Bot)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 0 | 14.21 | |
| SelfSup (Bot)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 0 | 17.58 |