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ResearchFormerly WizWand

Differential Morphing Attack Detection on FERET to FRGC cross-database

0.71D-EERDifFoundMAD
-0.52727.823916.17524.5261Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DifFoundMADBackbone=DINOv3, Architecture=ViT-L/142026.040.71000.27
DifFoundMADBackbone=DINOv2, Architecture=ViT-L/142026.040.870.030.10.84
DifFoundMADBackbone=CLIP, Architecture=ViT-L/142026.040.940.030.030.91
DifFoundMADBackbone=DINOv2, Architecture=ViT-L/142026.041.340.090.332.25
DifFoundMADBackbone=DINOv3, Architecture=ViT-L/142026.041.42002.17
DifFoundMADBackbone=CLIP, Architecture=ViT-L/142026.042.090.4415.52
MagFace+SVMBackbone=MagFace, Classifier=SVM2026.042.330.280.886.16
DifFoundMADBackbone=AIMv2, Architecture=ViT-L/142026.0430.82.4110.32
MagFace+SVMBackbone=MagFace, Classifier=SVM2026.043.060.551.6410.08
ArcFace+SVMBackbone=ArcFace, Classifier=SVM2026.043.411.172.8410.79
DifFoundMADBackbone=AIMv2, Architecture=ViT-L/142026.044.311.183.8418.39
ArcFace+SVMBackbone=ArcFace, Classifier=SVM2026.044.92.074.8718.39
ArcFace+RFBackbone=ArcFace, Classifier=RF2026.046.696.1310.3421.14
COTS*+SVMBackbone=COTS, Classifier=SVM2026.049.6111.1817.4937.06
ArcFace+RFBackbone=ArcFace, Classifier=RF2026.0410.8511.619.2136.57
COTS*+SVMBackbone=COTS, Classifier=SVM2026.0414.2719.130.1560.29
COTS*+RFBackbone=COTS, Classifier=RF2026.0414.6121.393250.31
FaceNet+SVMBackbone=FaceNet, Classifier=SVM2026.0417.7529.9741.0464.99
COTS*+RFBackbone=COTS, Classifier=RF2026.0419.5533.1249.9172.07
FaceNet+RFBackbone=FaceNet, Classifier=RF2026.0422.3337.9846.3265.84
FaceNet+SVMBackbone=FaceNet, Classifier=SVM2026.0423.4846.2460.6985.25
FaceNet+RFBackbone=FaceNet, Classifier=RF2026.0431.6460.0572.1687.74