Image Classification on Waterbirds 5.0% bias-conflict ratio
81.22Bias Conflict (BC)LfF+BE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LfF+BE2026.05 | 81.22 | 34.66 | 57.94 | 86.23 | 36.69 | |
| LfF2026.05 | 70.64 | 72.39 | 71.52 | 77.36 | 31.4 | |
| BiasEdit2026.05 | 68.57 | 89.9 | 79.24 | 75.98 | 83.98 | |
| DisEnt2026.05 | 58.19 | 88.13 | 73.16 | 77.92 | 26.39 | |
| SelecMix2026.05 | 52.67 | 78.99 | 65.83 | 87.08 | 21.17 | |
| SoftCon2026.05 | 48.94 | 94.51 | 71.73 | 57.92 | 91 | |
| Vanilla2026.05 | 46 | 94.05 | 70.02 | 60.19 | 91.77 | |
| DeNetDM2026.05 | 41.52 | 93.78 | 67.65 | 56.3 | 88.59 | |
| BiasAdv2026.05 | 40.42 | 92.45 | 66.44 | 54.79 | 89.54 |