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ResearchFormerly WizWand

Calibration on BFW

0.042Worst-Group Brier ScoreFairCal
0.034920.082710.13050.17829Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FairCalBackbone=R100, Demographic-aware=false2026.060.042
OracleBackbone=R100, Demographic-aware=true2026.060.042
FairCalBackbone=R100, Demographic-aware=false2026.060.042
OracleBackbone=R100, Demographic-aware=true2026.060.042
FRAPPEBackbone=R100, Demographic-aware=false2026.060.043
GSTBackbone=R100, Demographic-aware=true2026.060.043
OracleBackbone=AdaFace, Demographic-aware=true2026.060.043
AC-LinearBackbone=R100, Demographic-aware=false2026.060.043
AC-DensityBackbone=R100, Demographic-aware=false2026.060.043
FRAPPEBackbone=R100, Demographic-aware=false2026.060.043
GSTBackbone=R100, Demographic-aware=true2026.060.043
AC-LinearBackbone=R100, Demographic-aware=false2026.060.043
AC-DensityBackbone=R100, Demographic-aware=false2026.060.043
OracleBackbone=AdaFace, Demographic-aware=true2026.060.043
FairCalBackbone=AdaFace, Demographic-aware=false2026.060.044
FRAPPEBackbone=AdaFace, Demographic-aware=false2026.060.044
GSTBackbone=AdaFace, Demographic-aware=true2026.060.044
AC-LinearBackbone=AdaFace, Demographic-aware=false2026.060.044
FairCalBackbone=AdaFace, Demographic-aware=false2026.060.044
FRAPPEBackbone=AdaFace, Demographic-aware=false2026.060.044
GSTBackbone=AdaFace, Demographic-aware=true2026.060.044
AC-LinearBackbone=AdaFace, Demographic-aware=false2026.060.044
AC-MLPBackbone=R100, Demographic-aware=false2026.060.045
AC-MLPBackbone=AdaFace, Demographic-aware=false2026.060.045
AC-MLPBackbone=R100, Demographic-aware=false2026.060.045
AC-MLPBackbone=AdaFace, Demographic-aware=false2026.060.045
AC-DensityBackbone=AdaFace, Demographic-aware=false2026.060.046
AC-DensityBackbone=AdaFace, Demographic-aware=false2026.060.046
OracleBackbone=MagFace, Demographic-aware=true2026.060.048
AC-LinearBackbone=MagFace, Demographic-aware=false2026.060.048
OracleBackbone=MagFace, Demographic-aware=true2026.060.048
AC-LinearBackbone=MagFace, Demographic-aware=false2026.060.048
FairCalBackbone=MagFace, Demographic-aware=false2026.060.049
FRAPPEBackbone=MagFace, Demographic-aware=false2026.060.049
AC-DensityBackbone=MagFace, Demographic-aware=false2026.060.049
FairCalBackbone=MagFace, Demographic-aware=false2026.060.049
FRAPPEBackbone=MagFace, Demographic-aware=false2026.060.049
AC-DensityBackbone=MagFace, Demographic-aware=false2026.060.049
GSTBackbone=MagFace, Demographic-aware=true2026.060.05
GSTBackbone=MagFace, Demographic-aware=true2026.060.05
AC-MLPBackbone=MagFace, Demographic-aware=false2026.060.055
AC-MLPBackbone=MagFace, Demographic-aware=false2026.060.055
BaselineBackbone=R100, Demographic-aware=false2026.060.094
BaselineBackbone=R100, Demographic-aware=false2026.060.094
FSNBackbone=R100, Demographic-aware=false2026.060.095
FSNBackbone=R100, Demographic-aware=false2026.060.095
BaselineBackbone=MagFace, Demographic-aware=false2026.060.099
FSNBackbone=MagFace, Demographic-aware=false2026.060.099
BaselineBackbone=MagFace, Demographic-aware=false2026.060.099
FSNBackbone=MagFace, Demographic-aware=false2026.060.099
FALCONBackbone=R100, Demographic-aware=false2026.060.101
FALCONBackbone=R100, Demographic-aware=false2026.060.101
BaselineBackbone=AdaFace, Demographic-aware=false2026.060.106
BaselineBackbone=AdaFace, Demographic-aware=false2026.060.106
FALCONBackbone=AdaFace, Demographic-aware=false2026.060.107
FALCONBackbone=MagFace, Demographic-aware=false2026.060.107
FSNBackbone=AdaFace, Demographic-aware=false2026.060.107
FALCONBackbone=AdaFace, Demographic-aware=false2026.060.107
FSNBackbone=AdaFace, Demographic-aware=false2026.060.107
FALCONBackbone=MagFace, Demographic-aware=false2026.060.107
DemoNormBackbone=AdaFace, Demographic-aware=true2026.060.207
DemoNormBackbone=AdaFace, Demographic-aware=true2026.060.207
DemoNormBackbone=R100, Demographic-aware=true2026.060.208
DemoNormBackbone=R100, Demographic-aware=true2026.060.208
DemoNormBackbone=MagFace, Demographic-aware=true2026.060.219
DemoNormBackbone=MagFace, Demographic-aware=true2026.060.219