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ResearchFormerly WizWand

Face Anti-Spoofing on MSU-MFSD M (test)

0.32HTERI-FAS
-0.37484.31519.00513.6949Mar 28, 2024Aug 12, 2024Dec 28, 2024May 14, 2025Sep 29, 2025Feb 13, 2026Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
I-FAS2025.060.3299.88
FaceCoT2025.060.4299.92
S-CPTLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.071.2599.35
CFPL2025.061.4399.28
S-CPTLSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.071.4399.17
CFPL-FASSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.071.4399.28
ViTSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.071.5899.68
CPG-PADSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.071.6799.74
DIVT-M2025.062.8699.14
DiVT-MSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.072.8699.14
CPG-PADSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.072.8699.41
FGPLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.072.8698.12
CCPESupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.072.8699.24
CFPL-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.073.0999.45
CCPESupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.073.199.21
CoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.073.8699.08
CLIPSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.074.0499.13
TTDG2025.064.1698.48
TTDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.074.1698.48
CoCoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.074.1699.01
FLIP2025.064.9598.11
FLIP-MCLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.074.9598.11
GAC-FAS2025.06597.56
GAC-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07597.56
IADG2025.065.4198.19
IADGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.075.4198.19
MDIL-PADParadigm=Incremental Learning (IL)2025.125.7198.19
UDG-FAS2025.065.9598.47
SA-FAS2025.065.9596.55
SA-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.075.9596.55
UDG-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.075.9598.47
SVLP-ILParadigm=Incremental Learning (IL)2025.126.5196.6
SSAN-RParadigm=Domain Generalization (DG)2025.126.6798.75
SSAN2025.066.6798.75
SSAN-RSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.076.6798.75
PatchNet2025.067.198.46
SSDG-RParadigm=Domain Generalization (DG)2025.127.3897.17
TTDGTest-time domain generalization=true2024.037.9196.83
FGHVParadigm=Domain Generalization (DG)2025.129.1796.92
FGHV2025.069.1796.92
FGHVSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.079.1796.92
GDAParadigm=Domain Adaptation (DA)2025.129.298
GDA2025.069.298
GDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.079.298
AMELParadigm=Domain Generalization (DG)2025.1210.2396.62
VLADParadigm=Domain Adaptation (DA)2025.1211.4396.44
TF-CalTest-time domain generalization=true2024.0312.0895.58
SD-LoRAParadigm=Incremental Learning (IL)2025.1212.1593.89
DRDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.0712.4395.81
D2AMParadigm=Domain Generalization (DG)2025.1212.795.66
L2PParadigm=Incremental Learning (IL)2025.1213.5793.23
DCNTest-time domain generalization=true2024.0314.1695.19
Sty.-ProTest-time domain generalization=true2024.0314.5892.6
KA-PromptParadigm=Incremental Learning (IL)2025.1214.9790.01
SDAParadigm=Domain Adaptation (DA)2025.1215.491.8
SDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.0715.491.8
LwFParadigm=Incremental Learning (IL)2025.1217.1498.18
MADDGParadigm=Domain Generalization (DG)2025.1217.6988.06