Face Recognition Confidence Calibration on LFW
0.07ECEPIC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PICFRS=PFE, FMR=10^-32022.11 | 0.07 | 22.24 | — | |
| PICFRS=QMagFace, FMR=10^-32022.11 | 0.07 | 29.89 | — | |
| PICFRS=MagFace, FMR=10^-32022.11 | 0.09 | 23.29 | — | |
| LRCFRS=MagFace, FMR=10^-32022.11 | 0.15 | 98.89 | — | |
| LRCFRS=QMagFace, FMR=10^-32022.11 | 0.16 | 99.45 | — | |
| PICFRS=FaceNet, FMR=10^-32022.11 | 0.37 | 15.76 | — | |
| ERBCFRS=PFE, FMR=10^-32022.11 | 0.59 | 94.5 | — | |
| LRCFRS=PFE, FMR=10^-32022.11 | 0.59 | 93.07 | — | |
| PICFRS=ArcFace, FMR=10^-32022.11 | 0.89 | 54.99 | — | |
| UPMCFRS=PFE, FMR=10^-32022.11 | 0.91 | 49.39 | — | |
| LRCFRS=FaceNet, FMR=10^-32022.11 | 11.01 | 92.52 | — | |
| LRCFRS=ArcFace, FMR=10^-32022.11 | 12.04 | 92.26 | — | |
| DTCFRS=ArcFace, FMR=10^-32022.11 | 19.15 | 47.24 | — | |
| DTCFRS=MagFace, FMR=10^-32022.11 | 20.63 | 49.76 | — | |
| DTCFRS=FaceNet, FMR=10^-32022.11 | 30.43 | 39.79 | — | |
| DTCFRS=QMagFace, FMR=10^-32022.11 | 33.6 | 52.85 | — | |
| ERBCFRS=ArcFace, FMR=10^-32022.11 | 40.58 | 91.22 | — | |
| ERBCFRS=FaceNet, FMR=10^-32022.11 | 40.76 | 91.91 | — | |
| DTCFRS=PFE, FMR=10^-32022.11 | 41.42 | 48.87 | — | |
| PFESFRS=PFE, FMR=10^-32022.11 | 51.36 | 56.37 | — | |
| ERBCFRS=MagFace, FMR=10^-32022.11 | 52.61 | 92.87 | — | |
| ERBCFRS=QMagFace, FMR=10^-32022.11 | 53.25 | 92.35 | — | |
| AC-DensityBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.055 | |
| AC-DensityBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.028 | |
| AC-DensityBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.071 | |
| AC-LinearBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.049 | |
| AC-LinearBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.026 | |
| AC-LinearBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.063 | |
| AC-MLPBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.121 | |
| AC-MLPBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.111 | |
| AC-MLPBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.138 | |
| FairCalBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.054 | |
| FairCalBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.026 | |
| FairCalBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.071 | |
| FRAPPEBackbone=R100, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.067 | |
| FRAPPEBackbone=AdaFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.032 | |
| FRAPPEBackbone=MagFace, Demographic labels at inference (Dem-aware)=false2026.06 | — | — | 0.089 | |
| GSTBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.06 | — | — | 0.06 | |
| GSTBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.06 | — | — | 0.028 | |
| GSTBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.06 | — | — | 0.08 | |
| OracleBackbone=R100, Demographic labels at inference (Dem-aware)=true2026.06 | — | — | 0.06 | |
| OracleBackbone=AdaFace, Demographic labels at inference (Dem-aware)=true2026.06 | — | — | 0.028 | |
| OracleBackbone=MagFace, Demographic labels at inference (Dem-aware)=true2026.06 | — | — | 0.078 |