Face Verification on LFW (AUROC and Calibration)
98.42Min-Group AUROC (%)AC-Linear
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AC-LinearBackbone=AdaFace, Dem-aware at inference=false2026.06 | 98.42 | 99.34 | 83.33 | 93.77 | 0.0402 | 0.0262 | 3 | |
| AC-LinearBackbone=AdaFace, Demographic-aware=false2026.06 | 98.4 | — | — | — | — | — | — | |
| AC-DensityBackbone=AdaFace, Demographic-aware=false2026.06 | 98.2 | — | — | — | — | — | — | |
| AC-RidgeBackbone=AdaFace, Dem-aware at inference=false2026.06 | 98.18 | 99.37 | 75.9 | 94.03 | 0.0498 | 0.0277 | 2 | |
| FairCalBackbone=AdaFace, Demographic-aware=false2026.06 | 97.6 | — | — | — | — | — | — | |
| FairCalBackbone=AdaFace, Dem-aware at inference=false2026.06 | 97.59 | 99.32 | 83.47 | 92.67 | 0.0204 | 0.0256 | 1 | |
| OracleBackbone=AdaFace, Dem-aware at inference=true2026.06 | 97.41 | 98.96 | 85.83 | 93.13 | 0.0217 | 0.0282 | — | |
| OracleBackbone=AdaFace, Demographic-aware=true2026.06 | 97.4 | — | — | — | — | — | — | |
| BaselineBackbone=AdaFace, Dem-aware at inference=false2026.06 | 97.25 | 98.96 | 87 | 93.27 | 0.2572 | 0.1582 | — | |
| GSTBackbone=AdaFace, Dem-aware at inference=true2026.06 | 97.25 | 98.95 | 86.27 | 92.9 | 0.0213 | 0.0282 | — | |
| DemoNormBackbone=AdaFace, Dem-aware at inference=true2026.06 | 97.25 | 98.95 | 87.1 | 93.27 | 0.1486 | 0.1279 | — | |
| BaselineBackbone=AdaFace, Demographic-aware=false2026.06 | 97.2 | — | — | — | — | — | — | |
| GSTBackbone=AdaFace, Demographic-aware=true2026.06 | 97.2 | — | — | — | — | — | — | |
| DemoNormBackbone=AdaFace, Demographic-aware=true2026.06 | 97.2 | — | — | — | — | — | — | |
| FALCONBackbone=AdaFace, Dem-aware at inference=false2026.06 | 97.12 | 98.92 | 87.3 | 93.2 | 0.3003 | 0.1688 | 1 | |
| FALCONBackbone=AdaFace, Demographic-aware=false2026.06 | 97.1 | — | — | — | — | — | — | |
| FRAPPÉBackbone=AdaFace, Demographic-aware=false2026.06 | 97 | — | — | — | — | — | — | |
| FRAPPEBackbone=AdaFace, Dem-aware at inference=false2026.06 | 96.96 | 98.84 | 84.97 | 91.5 | 0.021 | 0.0318 | — | |
| AC-RidgeBackbone=FaceNet, Dem-aware=false2026.06 | 96.15 | 98.77 | 93.6 | 95.77 | 0.0315 | 0.0224 | 0 | |
| AC-LinearBackbone=FaceNet, Dem-aware=false2026.06 | 95.32 | 98.53 | 93.57 | 95.83 | 0.0223 | 0.0215 | 0 | |
| AC-RidgeBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 94.9 | 97.98 | 57.13 | 75.8 | 0.0525 | 0.0553 | 0 | |
| AC-DensityBackbone=R100, Demographic-aware=false2026.06 | 94.9 | — | — | — | — | — | — | |
| FairCalBackbone=FaceNet, Dem-aware=false2026.06 | 94.88 | 98.31 | 92.53 | 95.87 | 0.0163 | 0.021 | 0 | |
| BaselineBackbone=FaceNet, Dem-aware=false2026.06 | 94.69 | 98.39 | 93.6 | 95.83 | 0.082 | 0.0461 | — | |
| FALCONBackbone=FaceNet, Dem-aware=false2026.06 | 94.69 | 98.39 | 93.6 | 95.83 | 0.1197 | 0.0543 | 0 | |
| OracleBackbone=FaceNet, Dem-aware=true2026.06 | 94.69 | 98.39 | 93.6 | 95.83 | 0.0094 | 0.0205 | — | |
| GSTBackbone=FaceNet, Dem-aware=true2026.06 | 94.69 | 98.39 | 93.6 | 95.83 | 0.0094 | 0.0205 | — | |
| DemoNormBackbone=FaceNet, Dem-aware=true2026.06 | 94.69 | 98.39 | 93.6 | 95.83 | 0.0905 | 0.0768 | — | |
| FRAPPEBackbone=FaceNet, Dem-aware=false2026.06 | 94.49 | 98.35 | 93.6 | 95.83 | 0.0089 | 0.0185 | — | |
| FSNBackbone=FaceNet, Dem-aware=false2026.06 | 94.33 | 97.55 | 90.73 | 93.7 | 0.1105 | 0.0409 | 0 | |
| AC-LinearBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 93.61 | 98.26 | 61.9 | 82.13 | 0.0455 | 0.0488 | 8 | |
| AC-LinearBackbone=R100, Demographic-aware=false2026.06 | 93.6 | — | — | — | — | — | — | |
| FairCalBackbone=R100, Demographic-aware=false2026.06 | 93.4 | — | — | — | — | — | — | |
| FairCalBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 93.36 | 97.86 | 60.4 | 76.67 | 0.0343 | 0.0539 | 0 | |
| FSNBackbone=AdaFace, Dem-aware at inference=false2026.06 | 91.9 | 96.7 | 65.7 | 77.37 | 0.1906 | 0.1168 | 0 | |
| FSNBackbone=AdaFace, Demographic-aware=false2026.06 | 91.9 | — | — | — | — | — | — | |
| OracleBackbone=ArcFace R100, Dem-aware at inference=true2026.06 | 91.82 | 97.17 | 56.33 | 72.6 | 0.0344 | 0.0599 | — | |
| AC-MLPBackbone=FaceNet, Dem-aware=false2026.06 | 91.8 | 97.1 | 75.6 | 82.2 | 0.126 | 0.0723 | 0 | |
| OracleBackbone=R100, Demographic-aware=true2026.06 | 91.8 | — | — | — | — | — | — | |
| FALCONBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 91.71 | 97.29 | 63.77 | 75.93 | 0.2804 | 0.1923 | 0 | |
| FALCONBackbone=R100, Demographic-aware=false2026.06 | 91.7 | — | — | — | — | — | — | |
| BaselineBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 91.6 | 97.12 | 59.77 | 72.3 | 0.2257 | 0.1494 | — | |
| GSTBackbone=ArcFace R100, Dem-aware at inference=true2026.06 | 91.6 | 97.07 | 59.07 | 72.7 | 0.0387 | 0.0604 | — | |
| DemoNormBackbone=ArcFace R100, Dem-aware at inference=true2026.06 | 91.6 | 97.09 | 57.63 | 72.07 | 0.1462 | 0.1317 | — | |
| BaselineBackbone=R100, Demographic-aware=false2026.06 | 91.6 | — | — | — | — | — | — | |
| GSTBackbone=R100, Demographic-aware=true2026.06 | 91.6 | — | — | — | — | — | — | |
| DemoNormBackbone=R100, Demographic-aware=true2026.06 | 91.6 | — | — | — | — | — | — | |
| AC-LinearBackbone=MagFace, Demographic-aware=false2026.06 | 90.6 | — | — | — | — | — | — | |
| FSNBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 90.55 | 95.34 | 48.7 | 63.47 | 0.1889 | 0.1208 | 0 | |
| FSNBackbone=R100, Demographic-aware=false2026.06 | 90.5 | — | — | — | — | — | — | |
| AC-DensityBackbone=MagFace, Demographic-aware=false2026.06 | 90.5 | — | — | — | — | — | — | |
| FRAPPEBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 90.45 | 96.51 | 57.07 | 73.57 | 0.0322 | 0.0666 | — | |
| FRAPPÉBackbone=R100, Demographic-aware=false2026.06 | 90.4 | — | — | — | — | — | — | |
| FairCalBackbone=MagFace, Demographic-aware=false2026.06 | 88.8 | — | — | — | — | — | — | |
| AC-MLPBackbone=ArcFace R100, Dem-aware at inference=false2026.06 | 88.43 | 94.6 | 42.47 | 55.93 | 0.1644 | 0.1212 | 0 | |
| AC-MLPBackbone=R100, Demographic-aware=false2026.06 | 88.4 | — | — | — | — | — | — | |
| FALCONBackbone=MagFace, Demographic-aware=false2026.06 | 88.3 | — | — | — | — | — | — | |
| FSNBackbone=MagFace, Demographic-aware=false2026.06 | 87.2 | — | — | — | — | — | — | |
| AC-MLPBackbone=AdaFace, Demographic-aware=false2026.06 | 86.6 | — | — | — | — | — | — | |
| AC-MLPBackbone=AdaFace, Dem-aware at inference=false2026.06 | 86.56 | 95.2 | 44.47 | 58.4 | 0.1542 | 0.1105 | 0 | |
| AC-MLPBackbone=MagFace, Demographic-aware=false2026.06 | 85.2 | — | — | — | — | — | — | |
| OracleBackbone=MagFace, Demographic-aware=true2026.06 | 84.9 | — | — | — | — | — | — | |
| BaselineBackbone=MagFace, Demographic-aware=false2026.06 | 84.8 | — | — | — | — | — | — | |
| GSTBackbone=MagFace, Demographic-aware=true2026.06 | 84.8 | — | — | — | — | — | — | |
| DemoNormBackbone=MagFace, Demographic-aware=true2026.06 | 84.8 | — | — | — | — | — | — | |
| FRAPPÉBackbone=MagFace, Demographic-aware=false2026.06 | 76.4 | — | — | — | — | — | — | |
| AC-LinearBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 98.63 | 96.23 | 96.5 | 0.0164 | 0.0187 | 0 | |
| AC-LinearBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=false2026.06 | — | 98.63 | 96.23 | 96.5 | 0.0164 | 0.0187 | 0 | |
| AC-LinearBackbone=MagFace, Dem-aware=false2026.06 | — | 97.18 | 50.8 | 73.37 | 0.0477 | 0.0634 | 0 | |
| AC-MLPBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 97.96 | 83.1 | 88.67 | 0.1688 | 0.0723 | 0 | |
| AC-MLPBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=false2026.06 | — | 97.98 | 84.3 | 89.07 | 0.1704 | 0.0723 | 0 | |
| AC-MLPBackbone=MagFace, Dem-aware=false2026.06 | — | 92.45 | 25.23 | 42.13 | 0.1616 | 0.1375 | 0 | |
| AC-RidgeBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 98.91 | 96.3 | 96.43 | 0.0278 | 0.0198 | 0 | |
| AC-RidgeBackbone=MagFace, Dem-aware=false2026.06 | — | 96.73 | 44.7 | 68.1 | 0.0574 | 0.0705 | 0 | |
| BaselineBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 98.53 | 96.3 | 96.47 | 0.1707 | 0.0757 | — | |
| BaselineBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=false2026.06 | — | 98.53 | 96.3 | 96.47 | 0.1707 | 0.0757 | — | |
| BaselineBackbone=MagFace, Dem-aware=false2026.06 | — | 95.47 | 46.17 | 66.8 | 0.2196 | 0.164 | — | |
| DemoNormBackbone=ArcFace R50, Dem-aware (require group labels at inference)=true2026.06 | — | 98.53 | 96.3 | 96.47 | 0.1594 | 0.1362 | — | |
| DemoNormBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=true2026.06 | — | 98.54 | 96.27 | 96.47 | 0.16 | 0.1368 | — | |
| DemoNormBackbone=MagFace, Dem-aware=true2026.06 | — | 95.46 | 47.77 | 65.47 | 0.154 | 0.1438 | — | |
| FairCalBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 98.46 | 96.2 | 96.5 | 0.0123 | 0.019 | 0 | |
| FairCalBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=false2026.06 | — | 98.46 | 96.2 | 96.5 | 0.0123 | 0.019 | 1 | |
| FairCalBackbone=MagFace, Dem-aware=false2026.06 | — | 96.58 | 49.3 | 70.43 | 0.0357 | 0.0706 | 0 | |
| FALCONBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 98.53 | 96.3 | 96.47 | 0.2297 | 0.087 | 0 | |
| FALCONBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=false2026.06 | — | 98.53 | 96.3 | 96.47 | 0.2297 | 0.087 | 0 | |
| FALCONBackbone=MagFace, Dem-aware=false2026.06 | — | 95.82 | 50.33 | 69.53 | 0.2759 | 0.2131 | 0 | |
| FRAPPEBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 98.52 | 96.3 | 96.5 | 0.0081 | 0.0183 | — | |
| FRAPPEBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=false2026.06 | — | 98.46 | 93.83 | 95.77 | 0.019 | 0.0234 | — | |
| FRAPPEBackbone=MagFace, Dem-aware=false2026.06 | — | 94.39 | 43.77 | 61.5 | 0.0383 | 0.0894 | — | |
| FSNBackbone=ArcFace R50, Dem-aware (require group labels at inference)=false2026.06 | — | 98.3 | 96 | 96.23 | 0.1549 | 0.0519 | 0 | |
| FSNBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=false2026.06 | — | 98.3 | 96 | 96.23 | 0.1549 | 0.0519 | 0 | |
| FSNBackbone=MagFace, Dem-aware=false2026.06 | — | 94.68 | 38.73 | 63.1 | 0.2007 | 0.1327 | 0 | |
| GSTBackbone=ArcFace R50, Dem-aware (require group labels at inference)=true2026.06 | — | 98.53 | 96.3 | 96.47 | 0.0085 | 0.0183 | — | |
| GSTBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=true2026.06 | — | 98.43 | 96.03 | 96.3 | 0.0111 | 0.0202 | — | |
| GSTBackbone=MagFace, Dem-aware=true2026.06 | — | 95.42 | 47.27 | 66.5 | 0.0392 | 0.0795 | — | |
| OracleBackbone=ArcFace R50, Dem-aware (require group labels at inference)=true2026.06 | — | 98.53 | 96.3 | 96.47 | 0.0085 | 0.0183 | — | |
| OracleBackbone=ArcFace (FairFace), Dem-aware (require group labels at inference)=true2026.06 | — | 98.57 | 93.37 | 96.57 | 0.01 | 0.0185 | — | |
| OracleBackbone=MagFace, Dem-aware=true2026.06 | — | 95.62 | 46.27 | 65.73 | 0.0398 | 0.0779 | — |