Semantic Segmentation on PhC-U373 original (test)
4.39Dice DeltaFairness EO+DP
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Fairness EO+DP2026.05 | 4.39 | -3.4 | 23.5 | 30.1 | 30 | 18.4 | 16 | 11.6 | 0.41 | -0.87 | 0.35 | |
| DIFA Coral2026.05 | 2.15 | 3.95 | 1.79 | 3.17 | 1 | 2.94 | 0.79 | 0.23 | 0.45 | -1.08 | 1.26 | |
| Baseline (Biased)2026.05 | 2.06 | 3.79 | 0.16 | 0.31 | 0.99 | 2.91 | 0.86 | 0.26 | 0.45 | -1.08 | 1.24 | |
| Fairness DP2026.05 | 1.86 | 3.44 | 1.82 | 3.02 | 1.12 | 2.78 | 0.7 | 0.23 | 0.41 | -0.92 | 1.11 | |
| Fairness EO2026.05 | 1.85 | 3.4 | 1.88 | 3.06 | 1.14 | 2.8 | 0.74 | 0.27 | 0.41 | -0.89 | 1.12 | |
| DIFA L-MMD2026.05 | 1.82 | 3.35 | 1.79 | 3.17 | 1.13 | 2.8 | 0.71 | 0.21 | 0.45 | -0.92 | 1.21 | |
| Combined2026.05 | 1.55 | 2.77 | 1.79 | 3.46 | 0.98 | 3.2 | 0.82 | 0.25 | 0.48 | -1.2 | 1.19 | |
| Auto-conditioned2026.05 | 1.5 | 2.6 | 0.12 | 0.16 | 0.96 | 3.17 | 0.73 | 0.19 | 0.48 | -1.2 | 1.34 | |
| Adversarial2026.05 | 1.27 | 2.42 | 2.03 | 2.87 | 1.26 | 2.56 | 0.77 | 0.31 | 0.5 | -0.71 | 0.96 | |
| g-Conditioned2026.05 | 1.25 | 2.6 | 0.13 | 0.24 | 0.96 | 2.81 | 0.83 | 0.23 | 0.48 | -1.08 | 1.28 |