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Presentation Attack Detection

Benchmarks

Dataset Name	SOTA Method	Metric
WMCA grandtest protocol (test)	MCCNN(BCE)	ACER0.2	30	5mo ago
WMCA unseen attack protocol (test)		APCER0	28	5mo ago
WMCA grandtest protocol (dev)	MCCNN(BCE+OCCL)-GMM	APCER0.1	18	5mo ago
ROSE-Youtu (test)	CASO-PAD	HTER0.82	16	4mo ago
Iris Presentation Attack Detection Open-set (test)	DenseNet (XENT)	Printout Score0.554	12	4mo ago
CU-LivDet 2017 (test)	EyePAD	APCER5.68	11	5mo ago
Mexico realistic ID Card dataset	SmolVLM2-2.2B-Gen.	EER5.99	8	1mo ago
Chile realistic ID Card dataset	SigLIP-SO400M (Unimodal)	EER0.85	8	1mo ago
Spain ID Card dataset Synthetic (test)	SmolVLM2-2.2B-Zero-Shot	EER16.15	8	1mo ago
Portugal ID Card dataset synthetic (test)	SmolVLM2-500M-Disc.	EER9.66	8	1mo ago
Poland ID Card synthetic (test)	SigLIP-SO400M	EER20.97	8	1mo ago
WMCA (unseen-3D)	MCCNN(BCE+OCCL)-GMM	APCER15.4	7	5mo ago
Fingerprint PAD	Eigenface Minus % Fidelity Saliency	AUC0.962	6	1mo ago
Iris PAD	Autoencoder	AUC96.2	6	1mo ago
MSIrPAD Cross-artifact (Train: Artefact #5, Test: Remaining artifacts)	SpectraIrisPAD	D-EER5.51	6	5mo ago
MSIrPAD Cross-artifact Artefact #6 (test)	SpectraIrisPAD	D-EER6.23	6	5mo ago
MSIrPAD Cross-artifact Train on Artefact #3 (test)	SpectraIrisPAD	D-EER0.0561	6	5mo ago
MSIrPAD Train on Artefact #1, Test on remaining (test)	SpectraIrisPAD	D-EER14.13	6	5mo ago
MSIrPAD Train: Artefact #8, Test: Remaining (cross-artifact evaluation)	SpectraIrisPAD	D-EER4.31	6	5mo ago
MSIrPAD (train on Artefact #2, test on remaining artifacts)	SpectraIrisPAD	D-EER15.14	6	5mo ago
MLFP unseen mask protocol (evaluation)	MCCNN (BCE+OCCL)-GMM	EER3.4	6	5mo ago
MLFP unseen print protocol (evaluation)	MCCNN (BCE+OCCL)-GMM	EER3.3	6	5mo ago
MLFP grandtest protocol (evaluation)	MCCNN (BCE+OCCL)-GMM	EER1.2	6	5mo ago
Identification Document PAD	LDA Saliency	AUC95	5	1mo ago
Finger Vein PAD		AUC1	5	1mo ago

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