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ResearchFormerly WizWand

Calibration on RFW

0.051Worst-group Brier ScoreAC-Density
0.045240.084120.1230.16188Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AC-DensityBackbone=AdaFace, Demographic-aware=false2026.060.051
AC-DensityBackbone=AdaFace, Demographic-aware=false2026.060.051
AC-LinearBackbone=AdaFace, Demographic-aware=false2026.060.053
AC-LinearBackbone=AdaFace, Demographic-aware=false2026.060.053
AC-MLPBackbone=AdaFace, Demographic-aware=false2026.060.054
AC-MLPBackbone=AdaFace, Demographic-aware=false2026.060.054
FairCalBackbone=AdaFace, Demographic-aware=false2026.060.056
FairCalBackbone=AdaFace, Demographic-aware=false2026.060.056
OracleBackbone=AdaFace, Demographic-aware=true2026.060.057
OracleBackbone=AdaFace, Demographic-aware=true2026.060.057
GSTBackbone=AdaFace, Demographic-aware=true2026.060.058
GSTBackbone=AdaFace, Demographic-aware=true2026.060.058
FRAPPEBackbone=AdaFace, Demographic-aware=false2026.060.059
FRAPPEBackbone=AdaFace, Demographic-aware=false2026.060.059
AC-DensityBackbone=R100, Demographic-aware=false2026.060.062
AC-DensityBackbone=R100, Demographic-aware=false2026.060.062
AC-LinearBackbone=R100, Demographic-aware=false2026.060.065
AC-LinearBackbone=R100, Demographic-aware=false2026.060.065
AC-MLPBackbone=R100, Demographic-aware=false2026.060.066
AC-MLPBackbone=R100, Demographic-aware=false2026.060.066
FairCalBackbone=R100, Demographic-aware=false2026.060.068
FairCalBackbone=R100, Demographic-aware=false2026.060.068
OracleBackbone=R100, Demographic-aware=true2026.060.072
OracleBackbone=R100, Demographic-aware=true2026.060.072
GSTBackbone=R100, Demographic-aware=true2026.060.073
GSTBackbone=R100, Demographic-aware=true2026.060.073
FRAPPEBackbone=R100, Demographic-aware=false2026.060.076
FRAPPEBackbone=R100, Demographic-aware=false2026.060.076
AC-DensityBackbone=MagFace, Demographic-aware=false2026.060.079
AC-DensityBackbone=MagFace, Demographic-aware=false2026.060.079
AC-LinearBackbone=MagFace, Demographic-aware=false2026.060.087
AC-LinearBackbone=MagFace, Demographic-aware=false2026.060.087
FairCalBackbone=MagFace, Demographic-aware=false2026.060.09
AC-MLPBackbone=MagFace, Demographic-aware=false2026.060.09
FairCalBackbone=MagFace, Demographic-aware=false2026.060.09
AC-MLPBackbone=MagFace, Demographic-aware=false2026.060.09
GSTBackbone=MagFace, Demographic-aware=true2026.060.093
OracleBackbone=MagFace, Demographic-aware=true2026.060.093
GSTBackbone=MagFace, Demographic-aware=true2026.060.093
OracleBackbone=MagFace, Demographic-aware=true2026.060.093
FRAPPEBackbone=MagFace, Demographic-aware=false2026.060.094
FRAPPEBackbone=MagFace, Demographic-aware=false2026.060.094
DemoNormBackbone=AdaFace, Demographic-aware=true2026.060.144
DemoNormBackbone=AdaFace, Demographic-aware=true2026.060.144
DemoNormBackbone=R100, Demographic-aware=true2026.060.151
DemoNormBackbone=R100, Demographic-aware=true2026.060.151
DemoNormBackbone=MagFace, Demographic-aware=true2026.060.158
DemoNormBackbone=MagFace, Demographic-aware=true2026.060.158
FSNBackbone=R100, Demographic-aware=false2026.060.162
FSNBackbone=AdaFace, Demographic-aware=false2026.060.162
FSNBackbone=R100, Demographic-aware=false2026.060.162
FSNBackbone=AdaFace, Demographic-aware=false2026.060.162
FSNBackbone=MagFace, Demographic-aware=false2026.060.171
FSNBackbone=MagFace, Demographic-aware=false2026.060.171
BaselineBackbone=R100, Demographic-aware=false2026.060.174
BaselineBackbone=R100, Demographic-aware=false2026.060.174
FALCONBackbone=AdaFace, Demographic-aware=false2026.060.175
FALCONBackbone=AdaFace, Demographic-aware=false2026.060.175
BaselineBackbone=AdaFace, Demographic-aware=false2026.060.177
BaselineBackbone=AdaFace, Demographic-aware=false2026.060.177
BaselineBackbone=MagFace, Demographic-aware=false2026.060.179
BaselineBackbone=MagFace, Demographic-aware=false2026.060.179
FALCONBackbone=R100, Demographic-aware=false2026.060.184
FALCONBackbone=R100, Demographic-aware=false2026.060.184
FALCONBackbone=MagFace, Demographic-aware=false2026.060.195
FALCONBackbone=MagFace, Demographic-aware=false2026.060.195