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ResearchFormerly WizWand

Face Recognition Probability Calibration on BFW

0.026Brier ScoreFairCal
0.025680.027840.030.03216Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FairCalBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.026
FRAPPEBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.026
GSTBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.060.026
OracleBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.060.026
FRAPPEBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.027
GSTBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.060.027
OracleBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.060.027
AC-LinearBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.027
AC-DensityBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.027
FairCalBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.028
AC-LinearBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.028
AC-MLPBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.060.029
AC-MLPBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.029
FairCalBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.031
FRAPPEBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.031
GSTBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.060.031
OracleBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.060.031
AC-LinearBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.031
AC-DensityBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.060.031
AC-DensityBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.033
AC-MLPBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.060.034