Industrial Anomaly Detection on MMAD one-shot 1.0 (test) benchmark leaderboard · SOTA2 Research

Industrial Anomaly Detection on MMAD one-shot 1.0 (test)

95.24Anomaly Discrimination ScoreHuman (expert)

Evaluation Results

Method	Links
Human (expert)2026.02		95.24	75	92.31	83.33	94.2	86.11	80.37	86.65
Human (ordinary)2026.02		86.9	66.25	85.58	71.25	81.52	89.58	69.72	78.69
Gemini-1.5-flash2026.02		83.38	69.88	63.3	76.41	81.57	94.04	82	78.65
Gemini-1.5-pro2026.02		83.07	73.86	67.2	79.97	86.27	94.88	83.08	81.19
Reason-IAD (Qwen3-VL)2026.02		75.24	75.07	62.78	76.38	85.58	96.31	84.62	79.43
Reason-IAD (Qwen3-VL)2026.02		75.05	73.72	66.48	76.83	82.33	94.9	84.41	79.1
Qwen3-VL2026.02		74.02	59.25	62.74	70.09	79.22	92.47	83.59	74.48
Qwen3-VL2026.02		73.08	62.33	60.34	69.15	80.09	92.53	84.01	74.51
GLM-4.1V-Thinking2026.02		72.31	72.01	66.47	79.98	84.61	93.79	83.26	78.92
Qwen2.5-VL2026.02		71.79	55.23	68.97	64.54	78.9	92.55	84.66	72.38
Reason-IAD (Qwen2.5-VL)2026.02		70.74	67.97	60.82	72.78	82.62	97.17	84.99	76.73
Qwen3-VL2026.02		70.29	50.42	49.35	64.69	78.09	91.45	80.43	69.24
GPT-4o2026.02		68.63	65.8	55.62	73.21	83.41	94.98	82.8	74.92
InternVL22026.02		68.25	54.22	56.66	66.3	80.47	86.4	82.92	70.75
Kimi-VL2026.02		66.57	71.72	61.88	79.78	82.93	92.18	86.51	77.37
AnomalyGPT2026.02		65.57	27.49	27.97	36.86	32.11	29.84	35.82	36.52
GPT-4o-mini2026.02		64.1	67.35	69.07	79.02	86.72	93.96	83.37	77.65
Qwen2.5-VL2026.02		63.03	47.47	54.87	66.66	80.57	86.85	82.84	68.87
Reason-IAD (Qwen3-VL)2026.02		61.9	70.2	54.63	71.51	79.92	94.59	81.61	73.48
AnomalyR12026.02		60.62	63.56	70.14	80.47	85.28	92.48	86.15	76.96
Claude-3.5-sonnet2026.02		60.14	60.14	48.81	67.13	79.11	85.19	79.83	68.36
InternVL22026.02		59.97	43.85	47.91	57.6	78.1	74.18	80.37	63.14
LLaVA-NeXT2026.02		57.92	48.79	52.87	71.34	80.28	81.12	77.8	67.16
LLaVA-NeXT2026.02		57.64	33.79	47.72	51.84	67.93	81.39	74.91	59.32
Qwen3-VL-thinking2026.02		52.31	41.5	40.37	45.67	36.02	64.34	53.3	47.64
LLaVA-OneVision2026.02		51.77	46.13	41.85	62.19	69.73	90.31	80.93	63.27
LLaVA-1.52026.02		51.33	37.04	36.62	50.6	69.79	68.29	69.53	54.74
Random Chance2026.02		50	25	25	25	25	25	25	28.57
LLaVA-1.52026.02		49.96	38.78	46.17	58.17	73.09	73.62	70.98	58.68