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Presentation Attack Detection on WMCA grandtest protocol (test)

0.2ACERMCCNN(BCE)
-29.952173.574377.1580.626Sep 19, 2019Nov 9, 2019Dec 30, 2019Feb 19, 2020Apr 10, 2020May 31, 2020Jul 22, 2020
Updated 8mo ago

Evaluation results

MethodLinks
MCCNN(BCE)2020.070.20.50
MCCNN(BCE+OCCL)-GMM2020.070.40.60.1
multi-channel face detectorProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.061.51.91
MC-ResNetPAD2020.072.63.51.6
MCCNN-GDIProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0636.10
MC-RDWT-Haralick-SVM2020.073.35.41.2
MC-LBP-SVM2020.074.68.50.6
DeepPixBiSInput=RGB only2020.0768.23.7
Infrared (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.061121.90
Haralick FusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0613.6270.3
FASNet (Color)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0614.324.93.8
Color (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0621.5421
IQM-LBP fusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.062447.70.3
MC-RDWT-Haralick-GMM2020.0724.747.71.7
Depth (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0625.450.60.2
MC-RDWT-Haralick-SVMtrained on=WMCA, channels=RGB2020.0729.6——
MC-CNN2019.0930600
MCCNN (BCE+OCCL)-GMMtrained on=WMCA, channels=RGB2020.0731.9——
MC-RDWT-Haralick-GMMtrained on=WMCA, channels=RGB2020.0734——
MCCNN (BCE)trained on=WMCA, channels=RGB2020.0734——
MC-LBP-SVMtrained on=SiW-M, channels=RGB2020.0738.6——
MCCNN (BCE+OCCL)-GMMtrained on=SiW-M, channels=RGB2020.0741.8——
MCCNN (BCE)trained on=SiW-M, channels=RGB2020.0742.3——
MC-RDWT-Haralick-GMMtrained on=SiW-M, channels=RGB2020.0743.6——
DeepPixBiStrained on=SiW-M, channels=RGB2020.0744.4——
MC-RDWT-Haralick-SVMtrained on=SiW-M, channels=RGB2020.0745.3——
MC-LBP-SVMtrained on=WMCA, channels=RGB2020.0745.5——
DeepPixBiStrained on=WMCA, channels=RGB2020.0749.1——
RDWT+Haralick Score fusionmode=Score fusion2019.0934463949
IQM+LBP Score fusionmode=Score fusion2019.097541,392117