Presentation Attack Detection

Benchmarks

Dataset Name	SOTA Method	Metric
WMCA grandtest protocol (test)	MCCNN(BCE)	ACER0.2	30	3mo ago
WMCA unseen attack protocol (test)		APCER0	28	3mo ago
WMCA grandtest protocol (dev)	MCCNN(BCE+OCCL)-GMM	APCER0.1	18	3mo ago
ROSE-Youtu (test)	CASO-PAD	HTER0.82	16	3mo ago
Iris Presentation Attack Detection Open-set (test)	DenseNet (XENT)	Printout Score0.554	12	2mo ago
CU-LivDet 2017 (test)	EyePAD	APCER5.68	11	3mo ago
WMCA (unseen-3D)	MCCNN(BCE+OCCL)-GMM	APCER15.4	7	3mo ago
MSIrPAD Cross-artifact (Train: Artefact #5, Test: Remaining artifacts)	SpectraIrisPAD	D-EER5.51	6	3mo ago
MSIrPAD Cross-artifact Artefact #6 (test)	SpectraIrisPAD	D-EER6.23	6	3mo ago
MSIrPAD Cross-artifact Train on Artefact #3 (test)	SpectraIrisPAD	D-EER0.0561	6	3mo ago
MSIrPAD Train on Artefact #1, Test on remaining (test)	SpectraIrisPAD	D-EER14.13	6	3mo ago
MSIrPAD Train: Artefact #8, Test: Remaining (cross-artifact evaluation)	SpectraIrisPAD	D-EER4.31	6	3mo ago
MSIrPAD (train on Artefact #2, test on remaining artifacts)	SpectraIrisPAD	D-EER15.14	6	3mo ago
MLFP unseen mask protocol (evaluation)	MCCNN (BCE+OCCL)-GMM	EER3.4	6	3mo ago
MLFP unseen print protocol (evaluation)	MCCNN (BCE+OCCL)-GMM	EER3.3	6	3mo ago
MLFP grandtest protocol (evaluation)	MCCNN (BCE+OCCL)-GMM	EER1.2	6	3mo ago
FantasyID Face + Text Attack (5-fold stratified CV)	FLiD	EER15.16	2	22d ago
MSIrPAD train on Artefact #7 test on remaining artifacts	-	-	0	3mo ago

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