Forgery Detection on FakeVLM and FakeShield Forgery Detection Suites benchmark leaderboard · SOTA2 Research

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