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ResearchFormerly WizWand

Face Recognition Probability Calibration on RFW

0.039Brier ScoreAC-Density
0.037480.047740.0580.06826Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AC-DensityBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.039
AC-LinearBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.04
FairCalBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.041
AC-MLPBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.042
OracleBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.060.043
FRAPPEBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.044
GSTBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.060.044
AC-DensityBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.048
AC-LinearBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.051
AC-MLPBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.052
FairCalBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.053
OracleBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.060.056
GSTBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.060.057
FRAPPEBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.059
AC-DensityBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.064
AC-LinearBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.071
AC-MLPBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.073
FairCalBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.074
OracleBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.060.076
FRAPPEBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.077
GSTBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.060.077