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ResearchFormerly WizWand

Face Presentation Attack Detection on SiW-M P5 Protocol v2

2.3Error Rate (FunE)CPG-PAD

Evaluation results

Method	Links
CPG-PAD2026.07		2.3	—	—	—	—	0.38	0.38	0.38	1.53	0.38	0.77	0.38	0.38	0.38	0	0.38	1.92	0.77	0.74
CPG-PAD2026.07		3.83	—	—	—	—	0.38	0.38	0.38	1.53	0.38	2.68	0.38	0.38	0.77	0	0.38	2.68	0.77	1.07
CPG-PAD2026.07		4.45	—	—	—	—	0.19	0.19	0.19	0.77	0.19	4.19	0.19	0.19	0.57	0	0.19	2.62	0.38	1.02
CLIP2026.07		10.64	—	—	—	—	0.19	0.19	0.38	14.79	0.19	8.19	0.19	0.19	2.77	0	0.19	2.62	1.85	3.03
CLIP2026.07		11.11	—	—	—	—	0.38	0.38	0.38	9.58	0.38	6.9	0.38	0.38	1.53	0	0.38	2.3	0.77	2.49
ViT-B/162026.07		13.46	—	—	—	—	0.19	0.39	1.62	8.6	0.19	11.37	3.51	0.58	3.21	0.19	0.19	16.27	11.72	5.11
ViT-B/162026.07		14.67	—	—	—	—	0.39	0.39	0.39	8.11	0.39	15.44	2.7	0.39	2.32	0	0.39	17.76	15.44	5.63
CLIP2026.07		27.59	—	—	—	—	0.38	0.38	0.38	10.34	0.38	9.58	0.38	0.38	2.68	0	0.38	2.3	1.15	4.02
SiW-Mv2 baseline2026.07		29.5	—	—	—	—	2.7	1.1	11.9	1.3	24.5	10.9	8	9.2	0	0.6	4	17.9	9.6	9.4
ViT-B/162026.07		33.2	—	—	—	—	0.39	0.77	1.16	22.01	0.39	20.46	4.25	0.77	3.09	0.39	0.39	23.55	26.25	9.79
ViT-B/162026.07		50.19	—	—	—	—	0.39	0.77	1.93	22.39	0.39	26.25	8.49	1.16	7.34	0.39	0.39	32.05	42.47	13.9
CPG-PAD2026.07		57.47	—	—	—	—	0.38	0.38	0.38	1.53	0.38	22.61	0.38	0.38	1.15	0	0.38	6.9	0.77	6.65
CLIP2026.07		63.98	—	—	—	—	0.38	0.38	0.77	10.34	0.38	61.69	0.38	0.38	4.6	0	0.38	6.13	5.36	11.08
SiW-Mv2 baseline2026.07		91.1	—	—	—	—	63	11.6	96	1.7	76.2	60.8	38.6	52.5	0	0	33.4	60.7	21.1	43.34