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ResearchFormerly WizWand

Forgery Detection on FakeVLM and FakeShield Forgery Detection Suites

98.6Accuracy (FakeClue)Vanilla

Evaluation results

Method	Links
Vanilla2026.03		98.6	84.3	93.2	94	94.43	98	93	98	3.102	4,520.2	26.7	1
ForensicZip2026.03		98.5	84.35	93.25	94.05	94.48	98.05	93.05	98.04	1.852	2,756.4	22.4	1.64
ForensicZip2026.03		98.46	83.93	93.12	93.88	94.32	97.88	92.85	97.82	0.985	2,050.5	19.8	2.2
VisionTrim2026.03		97.87	82.25	92.92	92.34	93.54	96.92	92.15	96.52	2.135	3,090.2	26.4	1.46
ForensicZip2026.03		97.74	82.15	90.58	91.23	92.15	95.88	90.85	95.62	0.452	1,520.3	18.5	2.97
LLaVA-Scissor2026.03		97.22	81.84	91.81	91.13	92.83	95.84	91.42	95.85	2.14	3,110.5	26.7	1.45
SparseVLM2026.03		96.14	79.53	90.45	89.66	91.24	94.15	89.23	94.44	2.155	3,180.4	26.5	1.42
FastV2026.03		95.23	78.15	89.52	88.24	90.15	93.42	88.54	93.22	2.15	3,228.6	26.6	1.4
VisionTrim2026.03		94.83	79.15	89.56	89.24	90.25	94.14	89.55	94.83	1.385	2,390.6	26.3	1.89
LLaVA-Scissor2026.03		91.45	75.53	86.24	85.42	86.54	90.45	85.13	90.92	1.39	2,420.2	26.6	1.86
SparseVLM2026.03		85.63	68.22	79.65	78.54	81.42	83.15	78.56	83.22	1.415	2,480.8	26.4	1.82
VisionTrim2026.03		84.53	70.84	80.25	78.56	79.14	82.55	76.82	82.24	0.815	1,850.4	26.1	2.44
FastV2026.03		82.34	65.55	76.42	75.13	78.25	81.52	75.43	80.84	1.42	2,510.5	26.5	1.8
LLaVA-Scissor2026.03		78.25	62.53	72.56	71.24	72.54	76.12	71.43	75.85	0.82	1,880.8	26.5	2.4
SparseVLM2026.03		65.82	48.45	60.14	59.53	60.25	63.83	58.14	61.52	0.845	1,920.5	26.3	2.35
FastV2026.03		60.54	45.13	56.42	55.25	55.93	58.54	53.22	57.83	0.85	1,950.2	26.4	2.31