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ResearchFormerly WizWand

Face Recognition on IJB-C (test)

98.15TAR @ FMR=1e-3TransFIRA (Filter + Weight)
96.350896.817997.28597.7521Oct 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
TransFIRA (Filter + Weight)Backbone=CosFace (BRIAR), Aggregation=CCAS Cutoff + CCS Weighting2025.1098.1597.1186.01
CR-FIQA (L)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1098.119787.26
TransFIRA (CCAS Filter)Backbone=CosFace (BRIAR), Aggregation=CCAS > 0 cutoff2025.1098.1196.9783.34
TransFIRA (CCAS Filter)Backbone=ArcFace (WebFace), Aggregation=CCAS > 0 cutoff2025.1098.1196.8587.12
TransFIRA (Filter + Weight)Backbone=ArcFace (WebFace), Aggregation=CCAS Cutoff + CCS Weighting2025.1098.0996.9387.24
CR-FIQA (L)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.109896.1737.11
CR-FIQA (S)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.4295.9579.66
eDifFIQA (M)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.495.9779.56
CLIB-FIQABackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.495.9479.79
DifFIQA (R)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.3995.9679.72
eDifFIQA (S)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.3995.9779.58
eDifFIQA (L)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.3995.9979.71
SDD-FIQABackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.3895.979.77
TransFIRA (CCS Weight)Backbone=ArcFace (WebFace), Aggregation=CCS Weighting2025.1097.3795.7879.7
MagFaceBackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.3695.7579.7
GraFIQs (S)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.3595.6578.84
Average (Baseline)Backbone=ArcFace (WebFace), Aggregation=Uniform2025.1097.3495.6478.81
GraFIQs (L)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.3495.6478.81
CR-FIQA (S)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1097.2194.3425.22
eDifFIQA (L)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1097.2194.6825.29
DifFIQA (R)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1097.294.4724.99
eDifFIQA (S)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1097.294.5425.31
TransFIRA (CCS Weight)Backbone=CosFace (BRIAR), Aggregation=CCS Weighting2025.1097.1894.4725.12
FaceQNetBackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.1097.1795.2975.67
eDifFIQA (M)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1097.1794.8225.18
CLIB-FIQABackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1097.1494.2825.13
SDD-FIQABackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1097.0893.6125.25
MagFaceBackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1096.9492.825.04
GraFIQs (S)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1096.7691.7524.41
Average (Baseline)Backbone=CosFace (BRIAR), Aggregation=Uniform2025.1096.7591.6824.4
GraFIQs (L)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1096.7591.6924.4
FaceQNetBackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.1096.4289.1222.24