Face Verification on RFW (TMR/Gini Metrics)
0.966TMR @ FMR 1e-3Baseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BaselineRemoved Attribute=Gender Removal2026.04 | 0.966 | 0.997 | 0.328 | 0.002 | |
| OracleBackbone=AdaFace, Demographic-aware=true2026.06 | 0.742 | — | — | — | |
| GSTBackbone=AdaFace, Demographic-aware=true2026.06 | 0.741 | — | — | — | |
| DemoNormBackbone=AdaFace, Demographic-aware=true2026.06 | 0.732 | — | — | — | |
| AC-DensityBackbone=AdaFace, Demographic-aware=false2026.06 | 0.724 | — | — | — | |
| FairCalBackbone=AdaFace, Demographic-aware=false2026.06 | 0.718 | — | — | — | |
| FRAPPEBackbone=AdaFace, Demographic-aware=false2026.06 | 0.714 | — | — | — | |
| FALCONBackbone=AdaFace, Demographic-aware=false2026.06 | 0.711 | — | — | — | |
| BaselineBackbone=AdaFace, Demographic-aware=false2026.06 | 0.708 | — | — | — | |
| AC-LinearBackbone=AdaFace, Demographic-aware=false2026.06 | 0.707 | — | — | — | |
| AC-MLPBackbone=AdaFace, Demographic-aware=false2026.06 | 0.686 | — | — | — | |
| FSNBackbone=AdaFace, Demographic-aware=false2026.06 | 0.664 | — | — | — | |
| FairCalBackbone=R100, Demographic-aware=false2026.06 | 0.659 | — | — | — | |
| AC-DensityBackbone=R100, Demographic-aware=false2026.06 | 0.649 | — | — | — | |
| GSTBackbone=R100, Demographic-aware=true2026.06 | 0.639 | — | — | — | |
| OracleBackbone=R100, Demographic-aware=true2026.06 | 0.638 | — | — | — | |
| AC-LinearBackbone=R100, Demographic-aware=false2026.06 | 0.637 | — | — | — | |
| DemoNormBackbone=R100, Demographic-aware=true2026.06 | 0.626 | — | — | — | |
| FALCONBackbone=R100, Demographic-aware=false2026.06 | 0.625 | — | — | — | |
| FRAPPEBackbone=R100, Demographic-aware=false2026.06 | 0.619 | — | — | — | |
| BaselineBackbone=R100, Demographic-aware=false2026.06 | 0.617 | — | — | — | |
| AC-MLPBackbone=R100, Demographic-aware=false2026.06 | 0.607 | — | — | — | |
| FSNBackbone=R100, Demographic-aware=false2026.06 | 0.587 | — | — | — | |
| OracleBackbone=MagFace, Demographic-aware=true2026.06 | 0.523 | — | — | — | |
| FairCalBackbone=MagFace, Demographic-aware=false2026.06 | 0.522 | — | — | — | |
| GSTBackbone=MagFace, Demographic-aware=true2026.06 | 0.521 | — | — | — | |
| FRAPPEBackbone=MagFace, Demographic-aware=false2026.06 | 0.52 | — | — | — | |
| DemoNormBackbone=MagFace, Demographic-aware=true2026.06 | 0.517 | — | — | — | |
| FALCONBackbone=MagFace, Demographic-aware=false2026.06 | 0.508 | — | — | — | |
| AC-LinearBackbone=MagFace, Demographic-aware=false2026.06 | 0.504 | — | — | — | |
| FSNBackbone=MagFace, Demographic-aware=false2026.06 | 0.501 | — | — | — | |
| BaselineBackbone=MagFace, Demographic-aware=false2026.06 | 0.496 | — | — | — | |
| AC-DensityBackbone=MagFace, Demographic-aware=false2026.06 | 0.466 | — | — | — | |
| AC-MLPBackbone=MagFace, Demographic-aware=false2026.06 | 0.458 | — | — | — | |
| VLEEDRemoved Attribute=Ethnicity Removal, Regularization parameter (λ)=102026.04 | 0.277 | 0.764 | 0.443 | 0.18 | |
| VLEEDRemoved Attribute=Gender Removal, Regularization parameter (λ)=102026.04 | 0.09 | 0.518 | 0.206 | 0 |