Image Classification on Dogs & Cats 1.0% bias-conflict ratio
63.04BCBiasEdit
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BiasEdit2026.05 | 63.04 | 97.08 | 80.06 | 71.79 | 94 | |
| LfF+BE2026.05 | 58.04 | 52.08 | 55.06 | 83.33 | 29 | |
| LfF2026.05 | 46.1 | 74.58 | 60.34 | 70.75 | 52.05 | |
| SelecMix2026.05 | 41.05 | 65.4 | 53.23 | 88.18 | 22.77 | |
| DFA2026.05 | 33.73 | 88 | 60.86 | 65.9 | 57.22 | |
| SoftCon2026.05 | 32 | 97.62 | 64.81 | 41.62 | 90.03 | |
| Vanilla2026.05 | 27.28 | 96.75 | 62.01 | 37.9 | 93.39 | |
| BiasAdv2026.05 | 21.08 | 94.07 | 57.58 | 35.54 | 82.91 | |
| DeNetDM2026.05 | 17.66 | 95.16 | 56.41 | 29.14 | 93.95 |