Image Classification on BFFHQ 1.0% bias-conflict ratio
51.48Bias Conflict RateDisEnt
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DisEnt2026.05 | 51.48 | 93.44 | 72.46 | 63.48 | 87.74 | |
| BiasAdv2026.05 | 53.13 | 98.26 | 75.7 | 57.26 | 96.93 | |
| Vanilla2026.05 | 54.54 | 99.16 | 76.85 | 58.76 | 98.8 | |
| LfF2026.05 | 54.64 | 91.56 | 73.1 | 65.72 | 77 | |
| LfF+BE2026.05 | 55.6 | 84.93 | 70.27 | 73.53 | 76.73 | |
| SoftCon2026.05 | 59.4 | 99.3 | 79.35 | 62.1 | 99 | |
| DeNetDM2026.05 | 59.53 | 98.4 | 78.97 | 64.13 | 98 | |
| SelecMix2026.05 | 62.76 | 79.96 | 71.36 | 73.56 | 64.98 | |
| BiasEdit2026.05 | 69.4 | 98.8 | 84.1 | 75.4 | 97.33 |