Face Recognition on BRIAR Protocol 3.1
98.85TAR @ FMR=1e-3TransFIRA (Filter + Weight)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TransFIRA (Filter + Weight)Backbone=CosFace (BRIAR), Aggregation=CCAS Cutoff + CCS Weighting2025.10 | 98.85 | 92.69 | 88.85 | |
| TransFIRA (CCAS Filter)Backbone=CosFace (BRIAR), Aggregation=CCAS > 0 cutoff2025.10 | 98.46 | 92.31 | 88.46 | |
| TransFIRA (CCS Weight)Backbone=CosFace (BRIAR), Aggregation=CCS Weighting2025.10 | 96.15 | 90.38 | 84.62 | |
| DifFIQA (R)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 94.23 | 87.69 | 82.69 | |
| CR-FIQA (L)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 92.31 | 87.31 | 80.77 | |
| CLIB-FIQABackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 91.54 | 86.54 | 78.85 | |
| Average (Baseline)Backbone=CosFace (BRIAR), Aggregation=Uniform2025.10 | 90.77 | 84.23 | 75 | |
| FaceQNetBackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 90.77 | 85 | 75.77 | |
| MagFaceBackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 90.77 | 84.23 | 75.38 | |
| GraFIQs (S)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 90.77 | 84.23 | 75 | |
| GraFIQs (L)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 90.77 | 84.23 | 75 | |
| SDD-FIQABackbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 90.38 | 84.62 | 75.38 | |
| CR-FIQA (S)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 90.38 | 84.62 | 75.77 | |
| eDifFIQA (S)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 88.85 | 84.62 | 79.62 | |
| TransFIRA (CCAS Filter)Backbone=ArcFace (WebFace), Aggregation=CCAS > 0 cutoff2025.10 | 87.15 | 75.1 | 57.03 | |
| TransFIRA (Filter + Weight)Backbone=ArcFace (WebFace), Aggregation=CCAS Cutoff + CCS Weighting2025.10 | 87.15 | 75.1 | 59.84 | |
| eDifFIQA (L)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 85 | 80 | 71.54 | |
| eDifFIQA (M)Backbone=CosFace (BRIAR), Aggregation=Weighted (FIQA)2025.10 | 67.69 | 59.23 | 44.23 | |
| TransFIRA (CCS Weight)Backbone=ArcFace (WebFace), Aggregation=CCS Weighting2025.10 | 62.69 | 43.08 | 26.92 | |
| DifFIQA (R)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 61.92 | 48.85 | 38.85 | |
| eDifFIQA (L)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 61.54 | 46.92 | 35.77 | |
| eDifFIQA (S)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 55 | 37.31 | 28.08 | |
| CR-FIQA (L)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 53.46 | 32.31 | 16.54 | |
| CLIB-FIQABackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 50.38 | 31.15 | 17.69 | |
| CR-FIQA (S)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 45.38 | 25.77 | 10.77 | |
| FaceQNetBackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 43.85 | 23.85 | 9.23 | |
| MagFaceBackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 43.85 | 21.54 | 9.23 | |
| Average (Baseline)Backbone=ArcFace (WebFace), Aggregation=Uniform2025.10 | 42.69 | 19.23 | 8.46 | |
| SDD-FIQABackbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 42.69 | 21.54 | 9.23 | |
| GraFIQs (S)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 42.69 | 19.23 | 8.46 | |
| GraFIQs (L)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 42.69 | 19.23 | 8.46 | |
| eDifFIQA (M)Backbone=ArcFace (WebFace), Aggregation=Weighted (FIQA)2025.10 | 39.62 | 30 | 21.15 |