Semantic Segmentation on CelebAMask HQ (r = 50%)
3.65Dice DeltaAdversarial
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AdversarialBias Ratio (r)=50%, Target Bias=Female2026.05 | 3.65 | 6.82 | — | — | 1.03 | 63 | 0.99 | 6.93 | 49 | -0.48 | 1.95 | |
| Fairness EO+DPBias Ratio (r)=50%, Target Bias=Female2026.05 | 3.18 | 5.97 | — | — | 1.05 | 47 | 1.1 | 6.57 | 52 | -0.8 | 1.79 | |
| Baseline (Biased)Bias Ratio (r)=50%, Target Bias=Female2026.05 | 3.14 | 5.89 | — | — | 1.1 | 53 | 1.08 | 6.5 | 52 | -0.73 | 1.8 | |
| DIFA L-MMDBias Ratio (r)=50%, Target Bias=Female2026.05 | 3.13 | 5.88 | — | — | 1.05 | 62 | 0.99 | 6.26 | 51 | -0.51 | 1.85 | |
| Fairness DPBias Ratio (r)=50%, Target Bias=Female2026.05 | 2.96 | 5.57 | — | — | 1.08 | 52 | 1.06 | 6.22 | 52 | -0.73 | 1.78 | |
| Fairness EOBias Ratio (r)=50%, Target Bias=Female2026.05 | 2.89 | 5.44 | — | — | 1.08 | 53 | 1.05 | 6.09 | 52 | -0.71 | 1.78 | |
| DIFA CORALBias Ratio (r)=50%, Target Bias=Female2026.05 | 2.81 | 5.29 | — | — | 1.1 | 62 | 1.05 | 5.93 | 53 | -0.56 | 1.74 | |
| g-ConditionedBias Ratio (r)=50%, Target Bias=Female2026.05 | 0.33 | 0.63 | — | — | 0.71 | 82 | 1.52 | 5.02 | 63 | 0.15 | 1.24 | |
| CombinedBias Ratio (r)=50%, Target Bias=Female2026.05 | 0.33 | 0.64 | — | — | 0.67 | 80 | 1.68 | 5.73 | 63 | 0.18 | 1.23 | |
| Auto-ConditionedBias Ratio (r)=50%, Target Bias=Female2026.05 | 0.27 | 0.53 | — | — | 0.7 | 82 | 1.73 | 5.16 | 65 | 0.16 | 1.12 |