Fairness Evaluation on LFW
31.28EO Gap (0.1%)AC-MLP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AC-MLPBackbone=MagFace, Dem-aware=false2026.06 | 31.28 | 45.59 | 1.72 | 4.82 | 18.1 | 28.6 | |
| FSNBackbone=MagFace, Dem-aware=false2026.06 | 40.84 | 53.42 | 2.27 | 4.73 | 24.12 | 38.59 | |
| OracleBackbone=MagFace, Dem-aware=true2026.06 | 42.98 | 49.89 | 3.62 | 4.57 | 30.55 | 42.28 | |
| FALCONBackbone=MagFace, Dem-aware=false2026.06 | 43.35 | 47.33 | 3.73 | 4.76 | 34.29 | 43.05 | |
| GSTBackbone=MagFace, Dem-aware=true2026.06 | 43.82 | 50.89 | 3.22 | 4.32 | 32.87 | 43.81 | |
| FairCalBackbone=MagFace, Dem-aware=false2026.06 | 44.51 | 46.1 | 3.73 | 4.4 | 30.5 | 42.66 | |
| BaselineBackbone=MagFace, Dem-aware=false2026.06 | 44.52 | 52.5 | 3.81 | 5.3 | 33.84 | 45.88 | |
| AC-RidgeBackbone=MagFace, Dem-aware=false2026.06 | 46.11 | 40.06 | 2.34 | 5.02 | 28.47 | 39.33 | |
| DemoNormBackbone=MagFace, Dem-aware=true2026.06 | 47.42 | 50.22 | 3.1 | 4.86 | 32.95 | 41.09 | |
| AC-LinearBackbone=MagFace, Dem-aware=false2026.06 | 49.1 | 44.72 | 3.02 | 5.47 | 31.27 | 42.67 | |
| FRAPPEBackbone=MagFace, Dem-aware=false2026.06 | 56.63 | 54.64 | 3.3 | 4.91 | 34.87 | 42.91 |