Face Image Quality Assessment on Adience
0.5677AUC-EDC (FMR=1e-3)DeepIQA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DeepIQAFR model=ArcFace, Method Type=IQA2026.04 | 0.5677 | — | — | 137.1525 | — | |
| BRISQUEFR model=ArcFace, Method Type=IQA2026.04 | 0.5652 | — | — | 128.4787 | — | |
| RankIQAFR model=ArcFace, Method Type=IQA2026.04 | 0.4002 | — | — | 93.317 | — | |
| RankIQFR model=ArcFace, Method Type=FIQA2026.04 | 0.353 | — | — | 87.2844 | — | |
| FaceQnetFR model=ArcFace, Method Type=FIQA2026.04 | 0.3459 | — | — | 73.386 | — | |
| ATTN-FIQAFR model=ElasticFace, Method Type=FIQA2026.04 | 0.3257 | — | — | 62.1448 | — | |
| ATTN-FIQAFR model=MagFace, Method Type=FIQA2026.04 | 0.2964 | — | — | 68.0705 | — | |
| ATTN-FIQAFR model=ArcFace, Method Type=FIQA2026.04 | 0.296 | — | — | 69.4211 | — | |
| ATTN-FIQAFR model=CurricularFace, Method Type=FIQA2026.04 | 0.2625 | — | — | 56.5345 | — | |
| SDD-FIQAFR model=ArcFace, Method Type=FIQA2026.04 | 0.2481 | — | — | 56.2311 | — | |
| DifFIQA(R)FR model=ArcFace, Method Type=FIQA2026.04 | 0.2318 | — | — | 58.1055 | — | |
| GraFIQs(L)FR model=ArcFace, Method Type=FIQA2026.04 | 0.2254 | — | — | 40.3242 | — | |
| SER-FIQFR model=ArcFace, Method Type=FIQA2026.04 | 0.2233 | — | — | 43.4282 | — | |
| CLIB-FIQAFR model=ArcFace, Method Type=FIQA2026.04 | 0.2171 | — | — | 42.8841 | — | |
| PFEFR model=ArcFace, Method Type=FIQA2026.04 | 0.2117 | — | — | 42.8221 | — | |
| eDifFIQA(L)FR model=ArcFace, Method Type=FIQA2026.04 | 0.2078 | — | — | 40.1922 | — | |
| MagFaceFR model=ArcFace, Method Type=FIQA2026.04 | 0.207 | — | — | 42.5396 | — | |
| CR-FIQA(L)FR model=ArcFace, Method Type=FIQA2026.04 | 0.2044 | — | — | 35.2747 | — | |
| ViT-FIQA(T)FR model=ArcFace, Method Type=FIQA2026.04 | 0.1974 | — | — | 39.5471 | — | |
| BRISQUEFR Backbone=ArcFace, Method Category=IQA2026.04 | 0.0565 | — | — | 0.1285 | — | |
| EX-FIQA-FW (T)FR Backbone=ArcFace, Method Category=FIQA2026.04 | 0.0225 | — | — | 0.0486 | — | |
| EX-FIQA-10 (C)FR Backbone=ArcFace, Method Category=FIQA2026.04 | 0.0211 | — | — | 0.0454 | — | |
| EX-FIQA-FW (C)FR Backbone=ElasticFace, Method Category=FIQA2026.04 | 0.0204 | — | — | 0.0353 | — | |
| EX-FIQA-11 (C)FR Backbone=ArcFace, Method Category=FIQA2026.04 | 0.0194 | — | — | 0.0381 | — | |
| EX-FIQA-FW (C)FR Backbone=MagFace, Method Category=FIQA2026.04 | 0.0194 | — | — | 0.0377 | — | |
| EX-FIQA-FW (C)FR Backbone=ArcFace, Method Category=FIQA2026.04 | 0.0192 | — | — | 0.0376 | — | |
| EX-FIQA-FW (C)FR Backbone=CurricularFace, Method Category=FIQA2026.04 | 0.018 | — | — | 0.0328 | — | |
| ATTN-FIQAFR model=ArcFace [15], Category=FIQA2026.04 | — | 0.1376 | 0.3405 | — | — | |
| ATTN-FIQAFR model=ElasticFace [9], Category=FIQA2026.04 | — | 0.1548 | 0.3084 | — | — | |
| ATTN-FIQAFR model=MagFace [34], Category=FIQA2026.04 | — | 0.139 | 0.3385 | — | — | |
| ATTN-FIQAFR model=CurricularFace [25], Category=FIQA2026.04 | — | 0.1183 | 0.2771 | — | — | |
| BRISQUEFR backbone=ArcFace, Method Category=IQA2026.01 | — | 0.0565 | 0.1285 | — | — | |
| BRISQUEFR model=ArcFace [15], Category=IQA2026.04 | — | 0.1717 | 0.398 | — | — | |
| CLIB-FIQAFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0217 | 0.0429 | — | — | |
| CLIB-FIQAFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.931 | |
| CR-FIQA(L)FR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0204 | 0.0353 | — | — | |
| CR-FIQA(L)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.901 | |
| DeepIQAFR backbone=ArcFace, Method Category=IQA2026.01 | — | 0.0568 | 0.1372 | — | — | |
| DifFIQA(R)FR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0232 | 0.0581 | — | — | |
| DifFIQA(R)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 11.226 | |
| eDifFIQA(L)FR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0208 | 0.0402 | — | — | |
| eDifFIQA(L)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.21 | |
| FaceQnetFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0346 | 0.0734 | — | — | |
| FaceQnetFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 15.273 | |
| FROQFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 12.463 | |
| GRAFIQS (L)FR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0225 | 0.0403 | — | — | |
| GraFIQs(L)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.541 | |
| MagFaceFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0207 | 0.0425 | — | — | |
| MagFaceFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 11.154 | |
| PFEFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0212 | 0.0428 | — | — | |
| PFEFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.74 | |
| PreFIQsFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.009 | |
| PreFIQsFR Model=CurricularFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 8.968 | |
| PreFIQsFR Model=ElasticFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.664 | |
| PreFIQsFR Model=MagFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.146 | |
| RankIQFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0353 | 0.0873 | — | — | |
| RankIQFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 14.572 | |
| RankIQFR Model=CurricularFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 12.521 | |
| RankIQFR Model=ElasticFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 16.208 | |
| RankIQFR Model=MagFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 14.574 | |
| RankIQAFR backbone=ArcFace, Method Category=IQA2026.01 | — | 0.04 | 0.0933 | — | — | |
| RankIQAFR model=ArcFace [15], Category=IQA2026.04 | — | 0.1462 | 0.3545 | — | — | |
| SDD-FIQAFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0248 | 0.0562 | — | — | |
| SDD-FIQAFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 11.844 | |
| SER-FIQFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0223 | 0.0434 | — | — | |
| SER-FIQFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 11.627 | |
| ViT-FIQA(T)FR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0197 | 0.0395 | — | — | |
| ViT-FIQA(T)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 9.948 | |
| ViTNT-FIQAFR backbone=ArcFace, Method Category=FIQA2026.01 | — | 0.0203 | 0.0392 | — | — | |
| ViTNT-FIQAFR backbone=ElasticFace, Method Category=FIQA2026.01 | — | 0.0218 | 0.0379 | — | — | |
| ViTNT-FIQAFR backbone=MagFace, Method Category=FIQA2026.01 | — | 0.0206 | 0.0398 | — | — | |
| ViTNT-FIQAFR backbone=CurricularFace, Method Category=FIQA2026.01 | — | 0.0192 | 0.0348 | — | — | |
| ViTNT-FIQAFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05 | — | — | — | — | 10.706 |