Image Classification on UrbanCars B
81.87WGATCSL-CS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCSL-CSGroup Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 81.87 | 84.17 | |
| TCSL-CSGroup Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 80.4 | 88.03 | |
| RGbalGroup Info Train=true, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 76.27 | 86.57 | |
| EL2N (Top)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 73.33 | 85.67 | |
| RGbalGroup Info Train=true, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 72.8 | 85.03 | |
| D2 (EL2N+ResNet)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 70.93 | 83.5 | |
| EL2N (Top)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 68.67 | 83.8 | |
| D2 (EL2N+ResNet)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 66.53 | 82.93 | |
| D2 (EL2N+CLIP)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 66.27 | 81.67 | |
| SelfSup (Hist)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 66 | 82 | |
| EL2N (Hist)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 65.73 | 82.57 | |
| RandomGroup Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 64.4 | 82 | |
| D2 (EL2N+CLIP)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 63.73 | 81.53 | |
| EL2N (Hist)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 62.4 | 80.87 | |
| SelfSup (Hist)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 61.47 | 80.63 | |
| D2 (SelfSup+CLIP)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 61.47 | 79.67 | |
| D2 (SelfSup+ResNet)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 61.2 | 80.73 | |
| RandomGroup Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 61.2 | 80.57 | |
| D2 (SelfSup+ResNet)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 60.53 | 80.23 | |
| D2 (SelfSup+CLIP)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 59.47 | 79.03 | |
| SelfSup (Bot)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 58 | 82.5 | |
| SelfSup (Top)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 53.6 | 79.43 | |
| SelfSup (Bot)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 50.4 | 80 | |
| SelfSup (Top)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 42.13 | 74.27 | |
| EL2N (Bot)Group Info Train=false, Coreset fraction (r)=0.6, Retraining Method=CB ERM2026.06 | 32.93 | 67.37 | |
| EL2N (Bot)Group Info Train=false, Selection Ratio (r)=0.4, Retraining Method=CB ERM2026.06 | 29.87 | 65.63 |