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ResearchFormerly WizWand

Face Image Quality Assessment on Adience

0.5677AUC-EDC (FMR=1e-3)DeepIQA
-0.003990.144440.2928710.441301Apr 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DeepIQAFR model=ArcFace, Method Type=IQA2026.040.5677——137.1525—
BRISQUEFR model=ArcFace, Method Type=IQA2026.040.5652——128.4787—
RankIQAFR model=ArcFace, Method Type=IQA2026.040.4002——93.317—
RankIQFR model=ArcFace, Method Type=FIQA2026.040.353——87.2844—
FaceQnetFR model=ArcFace, Method Type=FIQA2026.040.3459——73.386—
ATTN-FIQAFR model=ElasticFace, Method Type=FIQA2026.040.3257——62.1448—
ATTN-FIQAFR model=MagFace, Method Type=FIQA2026.040.2964——68.0705—
ATTN-FIQAFR model=ArcFace, Method Type=FIQA2026.040.296——69.4211—
ATTN-FIQAFR model=CurricularFace, Method Type=FIQA2026.040.2625——56.5345—
SDD-FIQAFR model=ArcFace, Method Type=FIQA2026.040.2481——56.2311—
DifFIQA(R)FR model=ArcFace, Method Type=FIQA2026.040.2318——58.1055—
GraFIQs(L)FR model=ArcFace, Method Type=FIQA2026.040.2254——40.3242—
SER-FIQFR model=ArcFace, Method Type=FIQA2026.040.2233——43.4282—
CLIB-FIQAFR model=ArcFace, Method Type=FIQA2026.040.2171——42.8841—
PFEFR model=ArcFace, Method Type=FIQA2026.040.2117——42.8221—
eDifFIQA(L)FR model=ArcFace, Method Type=FIQA2026.040.2078——40.1922—
MagFaceFR model=ArcFace, Method Type=FIQA2026.040.207——42.5396—
CR-FIQA(L)FR model=ArcFace, Method Type=FIQA2026.040.2044——35.2747—
ViT-FIQA(T)FR model=ArcFace, Method Type=FIQA2026.040.1974——39.5471—
BRISQUEFR Backbone=ArcFace, Method Category=IQA2026.040.0565——0.1285—
EX-FIQA-FW (T)FR Backbone=ArcFace, Method Category=FIQA2026.040.0225——0.0486—
EX-FIQA-10 (C)FR Backbone=ArcFace, Method Category=FIQA2026.040.0211——0.0454—
EX-FIQA-FW (C)FR Backbone=ElasticFace, Method Category=FIQA2026.040.0204——0.0353—
EX-FIQA-11 (C)FR Backbone=ArcFace, Method Category=FIQA2026.040.0194——0.0381—
EX-FIQA-FW (C)FR Backbone=MagFace, Method Category=FIQA2026.040.0194——0.0377—
EX-FIQA-FW (C)FR Backbone=ArcFace, Method Category=FIQA2026.040.0192——0.0376—
EX-FIQA-FW (C)FR Backbone=CurricularFace, Method Category=FIQA2026.040.018——0.0328—
ATTN-FIQAFR model=ArcFace [15], Category=FIQA2026.04—0.13760.3405——
ATTN-FIQAFR model=ElasticFace [9], Category=FIQA2026.04—0.15480.3084——
ATTN-FIQAFR model=MagFace [34], Category=FIQA2026.04—0.1390.3385——
ATTN-FIQAFR model=CurricularFace [25], Category=FIQA2026.04—0.11830.2771——
BRISQUEFR backbone=ArcFace, Method Category=IQA2026.01—0.05650.1285——
BRISQUEFR model=ArcFace [15], Category=IQA2026.04—0.17170.398——
CLIB-FIQAFR backbone=ArcFace, Method Category=FIQA2026.01—0.02170.0429——
CLIB-FIQAFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————10.931
CR-FIQA(L)FR backbone=ArcFace, Method Category=FIQA2026.01—0.02040.0353——
CR-FIQA(L)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————10.901
DeepIQAFR backbone=ArcFace, Method Category=IQA2026.01—0.05680.1372——
DifFIQA(R)FR backbone=ArcFace, Method Category=FIQA2026.01—0.02320.0581——
DifFIQA(R)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————11.226
eDifFIQA(L)FR backbone=ArcFace, Method Category=FIQA2026.01—0.02080.0402——
eDifFIQA(L)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————10.21
FaceQnetFR backbone=ArcFace, Method Category=FIQA2026.01—0.03460.0734——
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—0.02250.0403——
GraFIQs(L)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————10.541
MagFaceFR backbone=ArcFace, Method Category=FIQA2026.01—0.02070.0425——
MagFaceFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————11.154
PFEFR backbone=ArcFace, Method Category=FIQA2026.01—0.02120.0428——
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—0.03530.0873——
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—0.040.0933——
RankIQAFR model=ArcFace [15], Category=IQA2026.04—0.14620.3545——
SDD-FIQAFR backbone=ArcFace, Method Category=FIQA2026.01—0.02480.0562——
SDD-FIQAFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————11.844
SER-FIQFR backbone=ArcFace, Method Category=FIQA2026.01—0.02230.0434——
SER-FIQFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————11.627
ViT-FIQA(T)FR backbone=ArcFace, Method Category=FIQA2026.01—0.01970.0395——
ViT-FIQA(T)FR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————9.948
ViTNT-FIQAFR backbone=ArcFace, Method Category=FIQA2026.01—0.02030.0392——
ViTNT-FIQAFR backbone=ElasticFace, Method Category=FIQA2026.01—0.02180.0379——
ViTNT-FIQAFR backbone=MagFace, Method Category=FIQA2026.01—0.02060.0398——
ViTNT-FIQAFR backbone=CurricularFace, Method Category=FIQA2026.01—0.01920.0348——
ViTNT-FIQAFR Model=ArcFace, Discard Rate=0.3, FMR=10^-32026.05————10.706