Face Verification on RFW (test) (Calibration and Group Fairness)
99.71AUROC (%)AC-Ridge
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AC-RidgeBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.71 | 94.11 | 97.19 | 37 | 1.77 | 2.63 | 1.65 | 99.51 | 100 | |
| AC-MLPBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.33 | 91.58 | 96.54 | 47 | 1.9 | 2.14 | 1.88 | 98.93 | 0 | |
| AC-LinearBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.31 | 93.49 | 96.82 | 50 | 1.87 | 2.05 | 1.74 | 98.89 | 50 | |
| FairCalBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.26 | 93.49 | 96.77 | 40 | 1.63 | 1.02 | 1.7 | 98.81 | 75 | |
| Oracle†Backbone=FaceNet, Demographic labels at inference=true2026.06 | 99.26 | 93.94 | 96.8 | 43 | 1.3 | 1.07 | 1.67 | 98.83 | — | |
| BaselineBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.25 | 93.14 | 96.58 | 37 | 1.93 | 27.97 | 12.86 | 98.83 | — | |
| FALCONBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.25 | 93.14 | 96.64 | 37 | 1.9 | 32.36 | 14.06 | 98.83 | 50 | |
| GST†Backbone=FaceNet, Demographic labels at inference=true2026.06 | 99.24 | 94.04 | 96.77 | 47 | 1.23 | 1.11 | 1.7 | 98.83 | — | |
| DemoNorm†Backbone=FaceNet, Demographic labels at inference=true2026.06 | 99.24 | 94.02 | 96.72 | 43 | 1.13 | 15.64 | 12.98 | 98.83 | — | |
| FRAPPEBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.2 | 91.8 | 96.01 | 40 | 1.3 | 1.08 | 1.96 | 98.78 | 0 | |
| FSNBackbone=FaceNet, Demographic labels at inference=false2026.06 | 99.13 | 85.36 | 94.57 | 43 | 1.7 | 27.42 | 12.02 | 98.67 | 0 | |
| AC-RidgeBackbone=MagFace, Protocol=Label-free2026.06 | 98.95 | 70.6 | 88.09 | 47 | 1.77 | 3.38 | 3.88 | 98.2 | 0.25 | |
| AC-LinearBackbone=MagFace, Protocol=Label-free2026.06 | 98.74 | 69.8 | 85.89 | 40 | 1.9 | 1.94 | 4 | 97.97 | 0.5 | |
| AC-MLPBackbone=MagFace, Protocol=Label-free2026.06 | 98.66 | 67.74 | 84.51 | 50 | 1.5 | 2.14 | 4.2 | 97.9 | 0.25 | |
| FairCalBackbone=MagFace, Protocol=Label-free2026.06 | 98.63 | 70.83 | 85.58 | 37 | 1.53 | 1.37 | 4.14 | 97.73 | 0.25 | |
| OracleBackbone=MagFace, Protocol=Demographic-aware2026.06 | 98.52 | 73.13 | 85.13 | 37 | 1.43 | 1.21 | 4.25 | 97.6 | — | |
| DemoNormBackbone=MagFace, Protocol=Demographic-aware2026.06 | 98.46 | 72.21 | 85.16 | 37 | 1.33 | 15.02 | 12.95 | 97.6 | — | |
| FRAPPÉBackbone=MagFace, Protocol=Label-free2026.06 | 98.43 | 70.49 | 83.91 | 37 | 1.77 | 1.23 | 4.39 | 97.51 | 0.5 | |
| AC-RidgeBackbone=ArcFace R100, Demographic-aware=false2026.06 | 98.43 | 63.4 | 83.72 | 43 | 1.57 | 3.94 | 4.78 | 97.39 | 0 | |
| FALCONBackbone=MagFace, Protocol=Label-free2026.06 | 98.41 | 70.37 | 83.52 | 47 | 1.83 | 30.93 | 17.01 | 97.6 | 1 | |
| GSTBackbone=MagFace, Protocol=Demographic-aware2026.06 | 98.4 | 72.89 | 85.18 | 37 | 1.33 | 1.38 | 4.38 | 97.6 | — | |
| BaselineBackbone=MagFace, Protocol=Label-free2026.06 | 98.39 | 69.97 | 83.39 | 47 | 1.8 | 27.62 | 17 | 97.6 | — | |
| FSNBackbone=MagFace, Protocol=Label-free2026.06 | 98.12 | 65.43 | 82.26 | 37 | 1.83 | 26.78 | 15.5 | 97.14 | 0.25 | |
| AC-LinearBackbone=ArcFace R100, Demographic-aware=false2026.06 | 98.04 | 62.44 | 80.05 | 40 | 1.6 | 2.19 | 5.05 | 96.99 | 3 | |
| AC-MLPBackbone=ArcFace R100, Demographic-aware=false2026.06 | 97.98 | 59.73 | 79.15 | 33 | 1.53 | 2.46 | 5.19 | 96.91 | 0 | |
| FairCalBackbone=ArcFace R100, Demographic-aware=false2026.06 | 97.83 | 65.3 | 80.07 | 43 | 1.57 | 1.68 | 5.26 | 96.69 | 0 | |
| OracleBackbone=ArcFace R100, Demographic-aware=true2026.06 | 97.58 | 62.94 | 79.06 | 43 | 1.47 | 1.64 | 5.59 | 96.27 | — | |
| DemoNormBackbone=ArcFace R100, Demographic-aware=true2026.06 | 97.48 | 61.58 | 78.61 | 40 | 1.27 | 15.34 | 13.54 | 96.27 | — | |
| FALCONBackbone=ArcFace R100, Demographic-aware=false2026.06 | 97.46 | 61.96 | 78.06 | 50 | 1.8 | 30.44 | 17.86 | 96.3 | 4 | |
| BaselineBackbone=ArcFace R100, Demographic-aware=false2026.06 | 97.42 | 61.19 | 77.61 | 47 | 1.8 | 26.77 | 16.75 | 96.27 | — | |
| GSTBackbone=ArcFace R100, Demographic-aware=true2026.06 | 97.42 | 63.17 | 78.9 | 43 | 1.3 | 1.78 | 5.73 | 96.27 | — | |
| FRAPPEBackbone=ArcFace R100, Demographic-aware=false2026.06 | 97.33 | 61.06 | 77.02 | 40 | 1.83 | 1.9 | 5.92 | 95.93 | 2 | |
| FSNBackbone=ArcFace R100, Demographic-aware=false2026.06 | 97.16 | 57.64 | 76.38 | 40 | 1.4 | 25.96 | 15.31 | 95.82 | 0 |