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ResearchFormerly WizWand

Face Recognition on CALFW

96.11AccuracyFC-R100
70.515677.160383.80590.4497Apr 15, 2021Feb 20, 2022Dec 29, 2022Nov 6, 2023Sep 12, 2024Jul 21, 2025May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FC-R100Training Dataset=Webface42M, Backbone=ResNet-1002021.0596.11
DuetFaceVenue=MM '22, PPFR=Yes2024.0396.1
DuetFaceDP/LDP Guarantee=None2026.0396.1
PartialFaceVenue=ICCV '23, PPFR=Yes2024.0396.07
PartialFaceDP/LDP Guarantee=None2026.0396.07
ArcFaceVenue=CVPR '19, PPFR=No2024.0396.05
DCTDPVenue=ECCV '22, PPFR=Yes, Privacy Budget=epsilon=12024.0396.05
ArcFaceDP/LDP Guarantee=None2026.0396.05
LDP-SlicingDP/LDP Guarantee=Pixel-level2026.0396.02
F2C-R100Training Dataset=Webface42M, Backbone=ResNet-1002021.0595.92
MinusFaceVenue=ours, PPFR=Yes, Backbone=IR-502024.0395.9
MinusFaceDP/LDP Guarantee=None2026.0395.9
FC-R50Training Dataset=MS1MV2, Backbone=ResNet-502021.0595.76
FC-R50Training Dataset=Glint360k, Backbone=ResNet-502021.0595.71
PPFR-FDVenue=AAAI '22, PPFR=Yes2024.0395.6
PPFR-FDDP/LDP Guarantee=None2026.0395.6
F2C-R50Training Dataset=MS1MV2, Backbone=ResNet-502021.0595.58
F2C-R50Training Dataset=Glint360k, Backbone=ResNet-502021.0595.23
F2C-MobileTraining Dataset=MS1MV2, Backbone=Mobile2021.0594.53
FC-MobileTraining Dataset=MS1MV2, Backbone=Mobile2021.0594.37
MBV3-LBackbone=MBV3-L, MAdds (M)=41.2, Params(M)=1.02021.0494
AsymmNet-LBackbone=AsymmNet-L, MAdds (M)=41.6, Params(M)=1.12021.0493.8
AdvFaceVenue=CVPR '23, PPFR=Yes2024.0393.62
AdvFaceDP/LDP Guarantee=None2026.0393.62
DCTDPDP/LDP Guarantee=Block-level2026.0393.47
SteerFaceVenue=(Ours), Generator=DM, Scale (#IDs × #Imgs)=1.2M (24K × 50)2026.0593.43
MorphFaceVenue=CVPR 25, Generator=DM, Scale (#IDs × #Imgs)=1.2M (24K × 50)2026.0593.4
CASIAVenue=(Real), Generator=/, Scale (#IDs × #Imgs)=0.49M (10.5K × 47)2026.0593.35
Arc2FaceVenue=ECCV 24, Generator=DM, Scale (#IDs × #Imgs)=1.2M (20K × 50, 40K × 5)2026.0593.33
ProFaceVenue=MM '22, PPFR=Yes2024.0393.2
ProFaceDP/LDP Guarantee=None2026.0393.2
UIFace*Venue=ICLR 25, Generator=DM, Scale (#IDs × #Imgs)=1.2M (10K × 50)2026.0593.17
SteerFaceVenue=(Ours), Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0592.95
IDPerturb*Venue=CVPR 26, Generator=DM, Scale (#IDs × #Imgs)=1.2M (24K × 50)2026.0592.92
DCFaceVenue=CVPR 23, Generator=DM, Scale (#IDs × #Imgs)=1.2M (20K × 50, 40K × 5)2026.0592.82
MorphFaceVenue=CVPR 25, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0592.73
Arc2FaceVenue=ECCV 24, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0592.63
CemiFaceVenue=NeurIPS 24, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0592.42
UIFaceVenue=ICLR 25, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0592.25
CloakVenue=WWW '21, PPFR=Yes, Trade-off parameter=1002024.0392.18
CloakDP/LDP Guarantee=None2026.0392.18
IDPerturb*Venue=CVPR 26, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0591.87
DCFaceVenue=CVPR 23, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0591.6
ID3Venue=NeurIPS 24, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0590.73
IDiff-FaceVenue=ICCV 23, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0590.65
AsymmNet-sBackbone=AsymmNet-s, MAdds (M)=10.3, Params(M)=0.32021.0490.1
MBV3-sBackbone=MBV3-s, MAdds (M)=10.2, Params(M)=0.32021.0490.1
PEEPVenue=CS '20, PPFR=Yes, Privacy Budget=52024.0390.06
PEEPDP/LDP Guarantee=Feature-level2026.0390.06
InstaHideVenue=ICML '20, PPFR=Yes2024.0386.24
InstaHideDP/LDP Guarantee=None2026.0386.24
ExFaceGANVenue=IJCB 23, Generator=GAN, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0582.98
DigiFaceVenue=WACV 23, Generator=Rendering, Scale (#IDs × #Imgs)=1.2M (10K × 72, 100K × 5)2026.0582.55
DigiFaceVenue=WACV 23, Generator=Rendering, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0578.62
SynFaceVenue=ICCV 21, Generator=GAN, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0574.73
SFaceVenue=IJCB 22, Generator=GAN, Scale (#IDs × #Imgs)=0.6M (10K × 60)2026.0573.2
SFace2Venue=BIOM 24, Generator=GAN, Scale (#IDs × #Imgs)=0.6M (10K × 60)2026.0572.18
IDNetVenue=CVPR 23, Generator=GAN, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.0571.5