Semantic Segmentation on CelebAMask HQ (r = 100%)
12.55Dice DeltaAsym. Mask
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Asym. MaskBias Ratio (r)=100%2026.05 | 12.55 | 21.5 | 2.21 | 18.9 | 1.02 | 0.21 | 1.19 | 18.73 | 41 | -1.56 | 2.77 | |
| AdversarialBias Ratio (r)=100%2026.05 | 12.21 | 21.07 | 2.16 | 18.5 | 0.96 | 0.23 | 1.2 | 18.26 | 41 | -1.43 | 2.73 | |
| DIFA L-MMDBias Ratio (r)=100%2026.05 | 12.2 | 21.08 | 0.85 | 14.7 | 1.01 | 0.23 | 1.22 | 18.3 | 41 | -1.47 | 2.72 | |
| Baseline (Biased)Bias Ratio (r)=100%2026.05 | 12.19 | 21.04 | 0.81 | 14.5 | 1.08 | 0.24 | 1.11 | 18.27 | 40 | -1.51 | 2.81 | |
| DIFA CoralBias Ratio (r)=100%2026.05 | 12.19 | 21.04 | 0.87 | 14.8 | 1.01 | 0.23 | 1.18 | 18.21 | 41 | -1.47 | 2.74 | |
| Fairness EO+DPBias Ratio (r)=100%2026.05 | 12.17 | 21 | 2.22 | 18.5 | 1.03 | 0.23 | 1.19 | 18.29 | 41 | -1.51 | 2.74 | |
| Fairness DPBias Ratio (r)=100%2026.05 | 12.13 | 20.93 | 2.22 | 18.5 | 0.98 | 0.23 | 1.24 | 18.22 | 42 | -1.43 | 2.69 | |
| Fairness EOBias Ratio (r)=100%2026.05 | 12.12 | 20.93 | 2.22 | 18.5 | 1.04 | 0.23 | 1.18 | 18.22 | 41 | -1.47 | 2.75 | |
| g-ConditionedBias Ratio (r)=100%2026.05 | 0.31 | 0.6 | 1.76 | 2.54 | 0.36 | 1.24 | 0.8 | 1.31 | 70 | 0.25 | 0.49 | |
| CombinedBias Ratio (r)=100%2026.05 | 0.31 | 0.62 | 1.76 | 2.55 | 0.98 | 1.28 | 0.79 | 1.28 | 70 | 0.26 | 0.5 | |
| Auto-conditionedBias Ratio (r)=100%2026.05 | 0.3 | 0.58 | 1.77 | 2.53 | 0.94 | 1.2 | 0.83 | 1.34 | 70 | 0.25 | 0.47 |