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ResearchFormerly WizWand

Face Anti-Spoofing on CSW (CASIA-Surf-CeFA, CASIA-Surf, WMCA)

9.52ACER (CS->W)CoOp

Evaluation results

Method	Links
CoOp2026.04		9.52	90.49	18.3	87.47	11.37	95.46	13.06	91.14	—	—	—	—
CFPL2026.04		9.57	94.25	14.89	91.56	8.16	96.78	10.87	94.2	—	—	—	—
PMN2026.04		12.58	94.1	11.88	94.96	7.89	97.67	10.78	95.58	—	—	—	—
CA-MoEiT2026.04		16.67	91.02	16.42	93.17	12.57	93.76	15.22	92.59	—	—	—	—
CLIP2026.04		17.05	89.37	15.22	91.99	9.34	96.62	13.87	92.66	—	—	—	—
CLIP-V2026.04		20	87.72	17.67	89.67	8.32	97.23	15.33	91.54	—	—	—	—
ViT2026.04		21.04	89.12	17.12	89.05	17.16	90.25	18.44	89.47	—	—	—	—
MM+MMD2026.05		32.63	75.2	—	—	—	—	14.4	90.05	3.67	98.02	6.89	96.94
MM+MIRO2026.05		35.4	70.48	—	—	—	—	18.13	87.06	3.83	98.62	15.15	92.09
MM+Mixup2026.05		36.45	70.52	—	—	—	—	18.87	86.66	4.08	98.49	16.07	90.97
MM+Mixup2026.05		40.19	62.04	—	—	—	—	17.5	85.71	1.08	99.91	11.22	95.17
MM+CL2026.05		40.96	65.52	—	—	—	—	19.67	85.55	1.33	99.92	16.72	91.2
MM+MIRO2026.05		41.23	64	—	—	—	—	18.45	85.67	1.25	99.92	12.88	93.08
MM+ERM2026.05		41.49	65.38	—	—	—	—	19.13	86.06	1.67	99.84	14.24	92.95
mmdg2026.05		41.59	59.01	—	—	—	—	20.42	83.83	11.48	95.18	8.2	97.3
ViT-Base-CA2026.05		42.09	62.66	—	—	—	—	21.92	84.35	10.67	96.01	13.01	94.37
MM+CL2026.05		42.37	60.4	—	—	—	—	18.33	84.93	1.33	99.74	11.29	94.64
MM+ERM2026.05		45.48	57.47	—	—	—	—	18.7	84.63	2.67	98.91	7.95	97.51
MM+MMD2026.05		55.47	45.84	—	—	—	—	22.45	79.62	1.67	99.73	10.22	93.29