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ResearchFormerly WizWand

Face Anti-Spoofing on OULU-NPU O (test)

0.0149HTERCPG-PAD
0.0062560.0646030.122950.181297Jun 2, 2025Aug 6, 2025Oct 11, 2025Dec 16, 2025Feb 19, 2026Apr 26, 2026Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CPG-PADSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.01490.998
CPG-PADSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.070.01580.9963
I-FAS2025.060.01740.9966
I-FASProtocol=I&C&M to O2026.030.01740.9966
FGPLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.070.01770.9923
TAR-FASProtocol=I&C&M to O2026.030.01910.9972
FLIP2025.060.02310.9963
FLIPProtocol=I&C&M to O2026.030.02310.9963
FLIP-MCLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.070.02310.9963
CFPL2025.060.0250.9942
CFPL-FASProtocol=I&C&M to O2026.030.0250.9942
CFPL-FASSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.070.0250.9942
FaceCoT2025.060.02810.9963
CFPL-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.03330.9905
CCPESupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.070.03640.9967
S-CPTLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.070.03950.9972
S-CPTLSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.04120.9902
CCPESupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.05570.9849
CoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.05830.9897
CoCoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.060.9849
CLIPSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.06090.9812
ViTSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.070.07470.9842
GAC-FAS2025.060.0860.9716
GAC-FASProtocol=I&C&M to O2026.030.0860.9716
GAC-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.0860.9716
IADG2025.060.08860.9714
IADGProtocol=I&C&M to O2026.030.08860.9714
IADGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.08860.9714
TTDG2025.060.10.9615
SA-FAS2025.060.10.9623
TTDGProtocol=I&C&M to O2026.030.10.9615
SA-FASProtocol=I&C&M to O2026.030.10.9623
SA-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.10.9623
TTDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.10.9615
UDG-FAS2025.060.10970.9536
UDG-FASProtocol=I&C&M to O2026.030.10970.9536
UDG-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.10970.9536
PatchNet2025.060.11820.9507
PatchNetProtocol=I&C&M to O2026.030.11820.9507
DIVT-M2025.060.13060.9404
DiVT-MProtocol=I&C&M to O2026.030.13060.9404
DiVT-MSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.13060.9404
FGHV2025.060.13580.9355
FGHVProtocol=I&C&M to O2026.030.13580.9355
FGHVSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.13580.9355
SSAN2025.060.13720.9363
SSANProtocol=I&C&M to O2026.030.13720.9363
SSAN-RSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.13720.9363
GDA2025.060.1440.926
GDAProtocol=I&C&M to O2026.030.1440.926
GDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.1440.926
DRDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.16630.9175
SDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.070.2310.843