Image Classification on Waterbirds 1.0% bias-conflict ratio
70.7Bias Conflict (BC)LfF+BE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LfF+BE2026.05 | 70.7 | 43.19 | 56.95 | 80.37 | 41.33 | |
| BiasEdit2026.05 | 59.79 | 90.77 | 75.28 | 74.28 | 80.92 | |
| LfF2026.05 | 58.6 | 75.64 | 67.12 | 70.65 | 47.95 | |
| SelecMix2026.05 | 49.47 | 82.63 | 66.05 | 85.81 | 33.71 | |
| DisEnt2026.05 | 44.79 | 89.05 | 66.92 | 77.13 | 40.22 | |
| BiasAdv2026.05 | 33.65 | 93.61 | 63.63 | 49.46 | 90.73 | |
| SoftCon2026.05 | 32.27 | 94.78 | 63.53 | 42.45 | 94.63 | |
| DeNetDM2026.05 | 28.63 | 94.66 | 61.65 | 40.19 | 93.32 | |
| Vanilla2026.05 | 27.73 | 95.14 | 61.44 | 44.63 | 92.39 |