Face Recognition Probability Calibration on BFW
0.026Brier ScoreFairCal
Evaluation Results
| Method | Links | |
|---|---|---|
| FairCalBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | 0.026 | |
| FRAPPEBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | 0.026 | |
| GSTBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.06 | 0.026 | |
| OracleBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.06 | 0.026 | |
| FRAPPEBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.027 | |
| GSTBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.06 | 0.027 | |
| OracleBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.06 | 0.027 | |
| AC-LinearBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | 0.027 | |
| AC-DensityBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | 0.027 | |
| FairCalBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.028 | |
| AC-LinearBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.028 | |
| AC-MLPBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | 0.029 | |
| AC-MLPBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.029 | |
| FairCalBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.031 | |
| FRAPPEBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.031 | |
| GSTBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.06 | 0.031 | |
| OracleBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.06 | 0.031 | |
| AC-LinearBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.031 | |
| AC-DensityBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.031 | |
| AC-DensityBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.033 | |
| AC-MLPBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | 0.034 |