Face Verification on BFW (Discrimination and Calibration)
94.11TPR @ FPR 0.1%AC-Ridge
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| AC-RidgeBackbone=ArcFace R502026.06 | 94.11 | 99.71 | 97.19 | 99.51 | 0.0263 | 0.0165 | 4 | — | — | — | |
| GSTBackbone=ArcFace R50, demographic-aware=true2026.06 | 94.04 | 99.24 | 96.77 | 98.83 | 0.0111 | 0.017 | — | — | — | — | |
| DemoNormBackbone=ArcFace R50, demographic-aware=true2026.06 | 94.02 | 99.24 | 96.72 | 98.83 | 0.1564 | 0.1298 | — | — | — | — | |
| OracleBackbone=ArcFace R50, demographic-aware=true2026.06 | 93.94 | 99.26 | 96.8 | 98.83 | 0.0107 | 0.0167 | — | — | — | — | |
| FairCalBackbone=ArcFace R502026.06 | 93.49 | 99.26 | 96.77 | 98.81 | 0.0102 | 0.017 | 3 | — | — | — | |
| AC-LinearBackbone=ArcFace R502026.06 | 93.49 | 99.31 | 96.82 | 98.89 | 0.0205 | 0.0174 | 2 | — | — | — | |
| BaselineBackbone=ArcFace R502026.06 | 93.14 | 99.25 | 96.58 | 98.83 | 0.2797 | 0.1286 | — | — | — | — | |
| FALCONBackbone=ArcFace R502026.06 | 93.14 | 99.25 | 96.64 | 98.83 | 0.3236 | 0.1406 | 2 | — | — | — | |
| FRAPPEBackbone=ArcFace R502026.06 | 91.8 | 99.2 | 96.01 | 98.78 | 0.0108 | 0.0196 | — | — | — | — | |
| AC-MLPBackbone=ArcFace R502026.06 | 91.58 | 99.33 | 96.54 | 98.93 | 0.0214 | 0.0188 | 0 | — | — | — | |
| FairCalBackbone=R100, Demographic-aware=false2026.06 | 87.9 | — | — | — | — | — | — | — | — | — | |
| GSTBackbone=R100, Demographic-aware=true2026.06 | 87.9 | — | — | — | — | — | — | — | — | — | |
| AC-DensityBackbone=R100, Demographic-aware=false2026.06 | 87.9 | — | — | — | — | — | — | — | — | — | |
| FairCalBackbone=ArcFace R100, require group labels at inference=false2026.06 | 87.89 | 97.7 | 90.89 | 95.44 | 0.0064 | 0.026 | 0 | — | — | — | |
| AC-RidgeBackbone=ArcFace R100, require group labels at inference=false2026.06 | 87.88 | 97.75 | 90.96 | 95.9 | 0.0287 | 0.0274 | 4 | — | — | — | |
| GSTBackbone=ArcFace R100, require group labels at inference=true2026.06 | 87.85 | 97.55 | 90.84 | 95.24 | 0.005 | 0.0261 | — | — | — | — | |
| OracleBackbone=ArcFace R100, require group labels at inference=true2026.06 | 87.84 | 98.41 | 90.94 | 96.95 | 0.0141 | 0.0257 | — | — | — | — | |
| FALCONBackbone=ArcFace R100, require group labels at inference=false2026.06 | 87.83 | 97.65 | 90.85 | 95.24 | 0.1873 | 0.0837 | 8 | — | — | — | |
| DemoNormBackbone=ArcFace R100, require group labels at inference=true2026.06 | 87.81 | 97.62 | 90.84 | 95.24 | 0.2222 | 0.1869 | — | — | — | — | |
| BaselineBackbone=R100, Demographic-aware=false2026.06 | 87.8 | — | — | — | — | — | — | — | — | — | |
| FALCONBackbone=R100, Demographic-aware=false2026.06 | 87.8 | — | — | — | — | — | — | — | — | — | |
| DemoNormBackbone=R100, Demographic-aware=true2026.06 | 87.8 | — | — | — | — | — | — | — | — | — | |
| OracleBackbone=R100, Demographic-aware=true2026.06 | 87.8 | — | — | — | — | — | — | — | — | — | |
| BaselineBackbone=ArcFace R100, require group labels at inference=false2026.06 | 87.77 | 97.65 | 90.83 | 95.24 | 0.1105 | 0.0721 | — | — | — | — | |
| FRAPPEBackbone=R100, Demographic-aware=false2026.06 | 87.7 | — | — | — | — | — | — | — | — | — | |
| FSNBackbone=R100, Demographic-aware=false2026.06 | 87.7 | — | — | — | — | — | — | — | — | — | |
| FSNBackbone=ArcFace R100, require group labels at inference=false2026.06 | 87.7 | 97.57 | 90.77 | 95.02 | 0.1119 | 0.071 | 0 | — | — | — | |
| FRAPPEBackbone=ArcFace R100, require group labels at inference=false2026.06 | 87.66 | 97.67 | 90.76 | 95.29 | 0.0061 | 0.0263 | — | — | — | — | |
| FairCalBackbone=AdaFace, Demographic-aware=false2026.06 | 87.5 | — | — | — | — | — | — | — | — | — | |
| AC-DensityBackbone=AdaFace, Demographic-aware=false2026.06 | 87.5 | — | — | — | — | — | — | — | — | — | |
| AC-RidgeBackbone=AdaFace, require group labels at inference=false2026.06 | 87.47 | 97.38 | 90.71 | 94.89 | 0.0566 | 0.0313 | 8 | — | — | — | |
| AC-RidgeBackbone=AdaFace, Demographic aware=false2026.06 | 87.47 | 97.38 | 90.71 | 94.89 | 0.0566 | 0.0313 | 8 | 0.27 | 1.76 | — | |
| AC-RidgeBackbone=AdaFace, Demographic-aware=false2026.06 | 87.47 | 97.38 | 90.71 | 94.89 | 0.0566 | 0.0313 | 8 | 0.27 | 1.76 | — | |
| FairCalBackbone=AdaFace, require group labels at inference=false2026.06 | 87.45 | 97.24 | 90.64 | 94.64 | 0.0196 | 0.0282 | 0 | — | — | — | |
| FairCalBackbone=AdaFace, Demographic aware=false2026.06 | 87.45 | 97.24 | 90.64 | 94.64 | 0.0196 | 0.0282 | 0 | 0.28 | 1.54 | — | |
| FairCalBackbone=AdaFace, Demographic-aware=false2026.06 | 87.45 | 97.24 | 90.64 | 94.64 | 0.0196 | 0.0282 | 0 | 0.28 | 1.54 | — | |
| GSTBackbone=AdaFace, Demographic-aware=true2026.06 | 87.4 | — | — | — | — | — | — | — | — | — | |
| DemoNormBackbone=AdaFace, Demographic-aware=true2026.06 | 87.4 | — | — | — | — | — | — | — | — | — | |
| OracleBackbone=AdaFace, Demographic-aware=true2026.06 | 87.4 | — | — | — | — | — | — | — | — | — | |
| OracleBackbone=AdaFace, require group labels at inference=true2026.06 | 87.4 | 98.19 | 90.66 | 96.65 | 0.0156 | 0.0268 | — | — | — | — | |
| DemoNormBackbone=AdaFace, require group labels at inference=true2026.06 | 87.4 | 97.25 | 90.56 | 94.82 | 0.2235 | 0.1883 | — | — | — | — | |
| OracleBackbone=AdaFace, Demographic aware=true2026.06 | 87.4 | 98.19 | 90.66 | 96.65 | 0.0156 | 0.0268 | — | 0.25 | 1.95 | — | |
| DemoNormBackbone=AdaFace, Demographic aware=true2026.06 | 87.4 | 97.25 | 90.56 | 94.82 | 0.2235 | 0.1883 | — | 0.2 | 1.04 | — | |
| OracleBackbone=AdaFace, Demographic-aware=true2026.06 | 87.4 | 98.19 | 90.66 | 96.65 | 0.0156 | 0.0268 | — | 0.25 | 1.95 | — | |
| DemoNormBackbone=AdaFace, Demographic-aware=true2026.06 | 87.4 | 97.25 | 90.56 | 94.82 | 0.2235 | 0.1883 | — | 0.2 | 1.04 | — | |
| GSTBackbone=AdaFace, require group labels at inference=true2026.06 | 87.39 | 97.18 | 90.58 | 94.82 | 0.0068 | 0.0272 | — | — | — | — | |
| GSTBackbone=AdaFace, Demographic aware=true2026.06 | 87.39 | 97.18 | 90.58 | 94.82 | 0.0068 | 0.0272 | — | 0.23 | 1.19 | — | |
| GSTBackbone=AdaFace, Demographic-aware=true2026.06 | 87.39 | 97.18 | 90.58 | 94.82 | 0.0068 | 0.0272 | — | 0.23 | 1.19 | — | |
| FALCONBackbone=AdaFace, require group labels at inference=false2026.06 | 87.31 | 97.28 | 90.57 | 94.82 | 0.1983 | 0.0885 | 0 | — | — | — | |
| FALCONBackbone=AdaFace, Demographic aware=false2026.06 | 87.31 | 97.28 | 90.57 | 94.82 | 0.1983 | 0.0885 | 0 | 0.28 | 1.83 | — | |
| FALCONBackbone=AdaFace, Demographic-aware=false2026.06 | 87.31 | 97.28 | 90.57 | 94.82 | 0.1983 | 0.0885 | 0 | 0.28 | 1.83 | — | |
| BaselineBackbone=AdaFace, Demographic-aware=false2026.06 | 87.3 | — | — | — | — | — | — | — | — | — | |
| FALCONBackbone=AdaFace, Demographic-aware=false2026.06 | 87.3 | — | — | — | — | — | — | — | — | — | |
| FSNBackbone=AdaFace, Demographic-aware=false2026.06 | 87.3 | — | — | — | — | — | — | — | — | — | |
| BaselineBackbone=AdaFace, require group labels at inference=false2026.06 | 87.28 | 97.28 | 90.54 | 94.82 | 0.1184 | 0.0814 | — | — | — | — | |
| FSNBackbone=AdaFace, require group labels at inference=false2026.06 | 87.28 | 97.17 | 90.49 | 94.67 | 0.1167 | 0.0795 | 0 | — | — | — | |
| BaselineBackbone=AdaFace, Demographic aware=false2026.06 | 87.28 | 97.28 | 90.54 | 94.82 | 0.1184 | 0.0814 | — | 0.29 | 1.92 | — | |
| FSNBackbone=AdaFace, Demographic aware=false2026.06 | 87.28 | 97.17 | 90.49 | 94.67 | 0.1167 | 0.0795 | 0 | 0.2 | 1.3 | — | |
| BaselineBackbone=AdaFace, Demographic-aware=false2026.06 | 87.28 | 97.28 | 90.54 | 94.82 | 0.1184 | 0.0814 | — | 0.29 | 1.92 | — | |
| FSNBackbone=AdaFace, Demographic-aware=false2026.06 | 87.28 | 97.17 | 90.49 | 94.67 | 0.1167 | 0.0795 | 0 | 0.2 | 1.3 | — | |
| AC-MLPBackbone=R100, Demographic-aware=false2026.06 | 87.1 | — | — | — | — | — | — | — | — | — | |
| AC-MLPBackbone=ArcFace R100, require group labels at inference=false2026.06 | 87.09 | 97.46 | 90.41 | 95.23 | 0.022 | 0.0285 | 0 | — | — | — | |
| AC-LinearBackbone=R100, Demographic-aware=false2026.06 | 87 | — | — | — | — | — | — | — | — | — | |
| AC-LinearBackbone=ArcFace R100, require group labels at inference=false2026.06 | 86.95 | 97.84 | 90.9 | 95.69 | 0.01 | 0.0266 | 0 | — | — | — | |
| FRAPPEBackbone=AdaFace, require group labels at inference=false2026.06 | 86.93 | 97.3 | 90.41 | 94.95 | 0.0068 | 0.0274 | — | — | — | — | |
| FRAPPEBackbone=AdaFace, Demographic aware=false2026.06 | 86.93 | 97.3 | 90.41 | 94.95 | 0.0068 | 0.0274 | 1 | 0.37 | 2.57 | — | |
| FRAPPEBackbone=AdaFace, Demographic-aware=false2026.06 | 86.93 | 97.3 | 90.41 | 94.95 | 0.0068 | 0.0274 | 1 | 0.37 | 2.57 | — | |
| FRAPPEBackbone=AdaFace, Demographic-aware=false2026.06 | 86.9 | — | — | — | — | — | — | — | — | — | |
| AC-MLPBackbone=AdaFace, Demographic-aware=false2026.06 | 86.7 | — | — | — | — | — | — | — | — | — | |
| AC-MLPBackbone=AdaFace, require group labels at inference=false2026.06 | 86.7 | 97.24 | 90.11 | 95.12 | 0.0225 | 0.0291 | 0 | — | — | — | |
| AC-MLPBackbone=AdaFace, Demographic aware=false2026.06 | 86.7 | 97.24 | 90.11 | 95.12 | 0.0225 | 0.0291 | 0 | 0.21 | 1.34 | — | |
| AC-MLPBackbone=AdaFace, Demographic-aware=false2026.06 | 86.7 | 97.24 | 90.11 | 95.12 | 0.0225 | 0.0291 | 0 | 0.21 | 1.34 | — | |
| AC-LinearBackbone=AdaFace, Demographic-aware=false2026.06 | 86.6 | — | — | — | — | — | — | — | — | — | |
| AC-LinearBackbone=AdaFace, require group labels at inference=false2026.06 | 86.56 | 97.49 | 90.59 | 95.07 | 0.0111 | 0.0276 | 0 | — | — | — | |
| AC-LinearBackbone=AdaFace, Demographic aware=false2026.06 | 86.56 | 97.49 | 90.59 | 95.07 | 0.0111 | 0.0276 | 0 | 0.26 | 1.63 | — | |
| AC-LinearBackbone=AdaFace, Demographic-aware=false2026.06 | 86.56 | 97.49 | 90.59 | 95.07 | 0.0111 | 0.0276 | 0 | 0.26 | 1.63 | — | |
| FSNBackbone=ArcFace R502026.06 | 85.36 | 99.13 | 94.57 | 98.67 | 0.2742 | 0.1202 | 0 | — | — | — | |
| FairCalBackbone=ArcFace R50, Demographic labels at inference=false2026.06 | 84.94 | 97.33 | 89.35 | 95.09 | 0.013 | 0.0304 | 0 | 0.24 | 1.44 | — | |
| OracleBackbone=ArcFace R50, Demographic labels at inference=true2026.06 | 84.79 | 97.98 | 89.28 | 96.42 | 0.0174 | 0.0303 | — | 0.23 | 1.78 | — | |
| GSTBackbone=ArcFace R50, Demographic labels at inference=true2026.06 | 84.77 | 96.96 | 89.15 | 94.63 | 0.0089 | 0.0307 | — | 0.19 | 1.06 | — | |
| FALCONBackbone=ArcFace R50, Demographic labels at inference=false2026.06 | 84.73 | 97.07 | 89.23 | 94.64 | 0.2028 | 0.0974 | 0 | 0.26 | 1.72 | — | |
| DemoNormBackbone=ArcFace R50, Demographic labels at inference=true2026.06 | 84.7 | 97.04 | 89.12 | 94.63 | 0.2221 | 0.1881 | — | 0.16 | 0.96 | — | |
| AC-RidgeBackbone=ArcFace R50, Demographic labels at inference=false2026.06 | 84.7 | 97.43 | 89.38 | 95.43 | 0.0409 | 0.0329 | 3 | 0.3 | 1.87 | — | |
| FSNBackbone=ArcFace R50, Demographic labels at inference=false2026.06 | 84.65 | 96.96 | 89.1 | 94.32 | 0.1246 | 0.0881 | 0 | 0.2 | 1.28 | — | |
| BaselineBackbone=ArcFace R50, Demographic labels at inference=false2026.06 | 84.64 | 97.07 | 89.19 | 94.63 | 0.1243 | 0.0893 | — | 0.26 | 1.81 | — | |
| BaselineBackbone=ArcFace R50, Demographic aware=false2026.06 | 84.64 | 97.07 | 89.19 | 94.63 | 0.1243 | 0.0893 | — | 0.26 | 1.81 | — | |
| AC-DensityBackbone=MagFace, Demographic-aware=false2026.06 | 84.3 | — | — | — | — | — | — | — | — | — | |
| AC-RidgeBackbone=MagFace, Dem-aware=false2026.06 | 84.28 | 97.44 | 89.08 | 94.89 | 0.0397 | 0.0327 | 6 | — | — | — | |
| AC-RidgeBackbone=MagFace, Demographic aware=false2026.06 | 84.28 | 97.44 | 89.08 | 94.89 | 0.0397 | 0.0327 | 6 | 0.21 | 1.27 | — | |
| AC-RidgeBackbone=MagFace, Dem-aware=true2026.06 | 84.28 | 97.44 | 89.08 | 94.89 | 0.0397 | 0.0327 | 6 | — | — | — | |
| FairCalBackbone=MagFace, Demographic-aware=false2026.06 | 84.2 | — | — | — | — | — | — | — | — | — | |
| FRAPPEBackbone=ArcFace R50, Demographic labels at inference=false2026.06 | 84.18 | 97.1 | 89.08 | 94.73 | 0.0098 | 0.0309 | 1 | 0.36 | 2.38 | — | |
| FairCalBackbone=MagFace, Dem-aware=false2026.06 | 84.16 | 97.22 | 88.96 | 94.56 | 0.0105 | 0.0311 | 3 | — | — | — | |
| FairCalBackbone=MagFace, Demographic aware=false2026.06 | 84.16 | 97.22 | 88.96 | 94.56 | 0.0105 | 0.0311 | 3 | 0.19 | 1.11 | — | |
| FairCalBackbone=MagFace, Dem-aware=false2026.06 | 84.16 | 97.22 | 88.96 | 94.56 | 0.0105 | 0.0311 | 3 | — | — | — | |
| DemoNormBackbone=MagFace, Dem-aware=true2026.06 | 84.13 | 97.04 | 88.81 | 94.16 | 0.227 | 0.1922 | — | — | — | — | |
| DemoNormBackbone=MagFace, Dem-aware=true2026.06 | 84.13 | 97.04 | 88.81 | 94.16 | 0.227 | 0.1922 | — | — | — | — | |
| GSTBackbone=MagFace, Demographic-aware=true2026.06 | 84.1 | — | — | — | — | — | — | — | — | — | |
| DemoNormBackbone=MagFace, Demographic-aware=true2026.06 | 84.1 | — | — | — | — | — | — | — | — | — | |
| OracleBackbone=MagFace, Demographic-aware=true2026.06 | 84.1 | — | — | — | — | — | — | — | — | — |