Presentation Attack Detection

Benchmarks

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

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