Image Classification on Colored MNIST 1.0% bias-conflict ratio
92.73BC ScoreBiasEdit
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BiasEdit2026.05 | 92.73 | 96.42 | 94.58 | 93.52 | 96.42 | |
| SelecMix2026.05 | 73.54 | 97.21 | 85.38 | 78.85 | 93.24 | |
| LfF2026.05 | 50.44 | 94.67 | 72.56 | 71.04 | 82.27 | |
| DeNetDM2026.05 | 44.94 | 100 | 72.47 | 46.54 | 1 | |
| BiasAdv2026.05 | 40.4 | 99.9 | 70.15 | 43.2 | 99.9 | |
| Vanilla2026.05 | 37.84 | 99.78 | 68.81 | 40.56 | 99.83 | |
| SoftCon2026.05 | 34.18 | 99.8 | 66.99 | 36.93 | 99.5 | |
| LfF+BE2026.05 | 34.13 | 94.73 | 64.43 | 75.29 | 81.31 | |
| DFA2026.05 | 25.17 | 97.1 | 61.13 | 72.48 | 88.54 |