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ResearchFormerly WizWand

AIGC Detection on Genvideo (val)

100Morph Studio Detection ScoreUNITE

Evaluation results

Method	Links
UNITE2026.04		100	—	—	—	—	92.11	94.62	96.93	98.12	99.86	98.69	100	96.29	89.89	89.6
UNITE2026.04		100	—	—	—	—	88.57	100	90.16	89.91	98.34	99.52	100	98.96	92.56	92.76
DeMamba-CLIP2026.04		100	—	—	—	—	95.71	98.7	69.14	92.43	93.29	100	100	83.57	82.94	91.58
DeMamba-CLIP2026.04		100	—	—	—	—	85.5	99.59	76.15	96.78	96.99	99.97	100	89.8	89.72	93.45
Qwen2.5-ViT2026.04		99.36	—	—	—	—	82.49	99.95	96.55	99.78	97.88	99.87	99.89	94.5	90.98	96.13
Qwen2.5-ViT2026.04		98.38	—	—	—	—	90.87	99.55	94.31	99.2	95.95	99.33	99.34	91.31	85.61	95.38
Qwen2.5-ViT2026.04		97.14	—	—	—	—	82.14	99.49	89	98.79	92.29	99.05	99.07	83	71.6	91.16
Corvi et al.2026.04		97	—	—	—	—	—	98.8	81.4	95.5	92.1	98.4	98.3	97.1	—	94.3
DeMamba-CLIP2026.04		96.15	—	—	—	—	64.63	97.39	78.03	94.14	92.76	95.72	98.04	87.23	87.82	89.19
Qwen2.5-ViT2026.04		95.84	—	—	—	—	65.25	98.35	91.48	98.02	93.29	96.51	98.16	88.03	81.45	90.64
RINE2026.04		84	—	—	—	—	—	89.1	66	96.7	91.8	85.7	98.3	76.6	—	74.1
DeMamba2026.04		83.8	—	—	—	—	—	92.2	62	79.6	72.6	92.4	87.5	68.6	—	78.1