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ResearchFormerly WizWand

Presentation Attack Detection on WMCA grandtest protocol (dev)

0.1APCERMCCNN(BCE+OCCL)-GMM
-41.976242.037526.05810.063Sep 19, 2019Nov 9, 2019Dec 30, 2019Feb 19, 2020Apr 10, 2020May 31, 2020Jul 22, 2020
Updated 8mo ago

Evaluation results

MethodLinks
MCCNN(BCE+OCCL)-GMM2020.070.10.6
MCCNN(BCE)2020.070.40.7
DeepPixBiSInput=RGB only2020.0711
multi-channel face detectorProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.061.20.7
MCCNN-GDIProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.062.31.2
MC-RDWT-Haralick-SVM2020.073.62.3
MC-LBP-SVM2020.073.62.3
MC-ResNetPAD2020.073.82.4
Infrared (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0624.912.5
Haralick FusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.062914.6
FASNet (Color)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0629.314.7
Color (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0641.120.6
IQM-LBP fusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0641.921
Depth (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.0642.221.2
MC-RDWT-Haralick-GMM2020.0743.422.2
MC-CNN2019.096884
RDWT+Haralick Score fusionmode=Score fusion2019.09620360
IQM+LBP Score fusionmode=Score fusion2019.091,052576