Image Classification on Dogs & Cats 5.0% bias-conflict ratio
77.7BC ScoreBiasEdit
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BiasEdit2026.05 | 77.7 | 97.16 | 87.43 | 83 | 91.29 | |
| LfF+BE2026.05 | 75.45 | 45.83 | 60.64 | 88.16 | 24.66 | |
| SoftCon2026.05 | 69.5 | 97.38 | 83.44 | 73.75 | 96.12 | |
| Vanilla2026.05 | 56.55 | 96 | 76.28 | 59.85 | 95.52 | |
| LfF2026.05 | 48.28 | 67.7 | 57.99 | 82.1 | 32.82 | |
| DFA2026.05 | 47.75 | 83.3 | 65.53 | 80.93 | 42.55 | |
| SelecMix2026.05 | 40.38 | 60.25 | 50.31 | 89.4 | 21.51 | |
| BiasAdv2026.05 | 40.12 | 93.33 | 66.73 | 51.29 | 82.87 | |
| DeNetDM2026.05 | 38.33 | 94.12 | 66.23 | 49.91 | 93.2 |