Multimodal Anomaly Detection on MMAD 1-shot benchmark leaderboard · SOTA2 Research

Multimodal Anomaly Detection on MMAD 1-shot

95.24Anomaly DiscriminationHuman (expert)

Evaluation Results

Method	Links
Human (expert)2026.05		95.24	75	92.31	83.33	94.2	86.11	80.37	86.65
Gemini-2.5-flash2026.05		93.38	69.88	63.3	76.41	81.57	94.04	82	80.08
Human (ordinary)2026.05		86.9	66.25	85.58	71.25	81.52	89.58	69.72	78.69
Gemini-2.5-pro2026.05		83.07	73.86	67.2	79.97	86.27	94.88	83.08	81.19
Kimi-VL-A3B2026.05		72.93	53.49	59.66	72.39	81.74	91.91	85.89	74
Qwen2.5-VL2026.05		71.39	54.35	61.17	65.81	79.32	91.44	84.43	72.56
Gemini-1.5-pro2026.05		68.63	60.12	58.56	70.38	82.46	89.2	82.25	73.09
GPT-4o2026.05		68.63	65.8	55.62	73.21	83.41	94.98	82.8	74.92
InternVL3.52026.05		67.5	49.37	57.9	58.07	77.66	72.01	81.11	66.3
JUDO2026.05		65.04	74.74	73.01	84.56	89.41	94.04	87.58	81.2
GPT-5-mini2026.05		64.1	67.35	69.07	79.02	86.72	93.96	83.37	77.65
AnomalyR12026.05		60.93	64.81	70.72	79.06	85.52	93.12	86.91	77.29
Claude-3.5-sonnet2026.05		60.14	60.14	48.81	67.13	79.11	85.19	79.83	68.36
MiMo-VL2026.05		54.45	59.56	60.77	71.5	78.48	90.56	81.6	70.99
LLaVA-OneVision2026.05		51.77	46.13	41.85	62.19	69.73	90.31	80.93	63.27
Random Chance2026.05		50	25	25	25	25	25	25	28.57