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Industrial Anomaly Detection on MMAD

95.24Anomaly Discrimination

Human (expert)

Updated 4d ago

Evaluation Results

Method
Human (expert) 2026.01	95.24	75	92.31	83.33	94.2	86.11	80.37	86.65
GPT-4o 2026.01	68.63	65.8	55.62	73.21	83.41	94.98	82.8	74.92
Reason-IAD 2026.02	67.73	73.12	59.74	74.69	80.65	96.78	84.24	76.71
MAU-GPT 2026.01	67.5	39.31	41.24	66.37	77.04	67.09	71.31	61.41
Qwen3-VL 2026.02	67.1	57.98	58.86	66.89	77.65	92.94	83.82	72.18
Reason-IAD 2026.02	66.58	70.62	62.82	73.28	80.88	93.8	84.88	76.12
Qwen2.5-VL 2026.02	66.22	57.99	62.95	72.21	81.01	93.92	86.51	74.4
Qwen3-VL 2026.02	65.83	53.97	58.16	66.35	77.82	91.98	83.38	71.07
InternVL3 2026.02	64.67	50.91	60.06	65.49	77.16	82.01	83.58	69.13
GPT-4o-mini 2026.01	64.33	48.58	38.75	63.68	80.4	88.56	79.74	66.29
InternVL2 2026.02	64.3	51.19	54.2	63.46	79.92	89.34	83.48	69.41
Qwen3-VL thinking 2026.02	64.21	39.61	42.98	48.96	38.32	78.18	64.18	53.78
Qwen3-VL 2026.02	63.27	47.71	52.48	63.48	77.82	92.16	80.03	68.14
Qwen3-VL thinking 2026.02	63.07	45.81	49.56	53.52	40.63	82.51	66.25	57.34
AnomalyGPT 2026.01	61.53	31.39	27.2	30.76	22.24	44.48	30.23	35.41
Qwen2.5-VL 2026.02	60.63	47.03	54.44	63.51	79.25	87.48	82.02	67.77
Qwen2.5-VL 2026.02	60.35	49.89	57.51	60.41	75.58	93.39	84.8	68.85
LLaVA-NeXT 2026.02	60.31	51.4	55.47	71.62	80.49	81.45	75.08	67.97
InternVL2 2026.01	59.97	43.85	47.91	57.6	78.1	74.18	80.37	63.14
Reason-IAD 2026.02	59.23	61.02	55.39	66.57	78.37	97.36	85.5	71.78
LLaVA-NeXT 2026.01	57.92	48.79	52.87	71.34	80.28	81.12	77.8	67.16
Gemma3 2026.01	57.37	37.07	35.71	47.49	76.32	85.11	73.65	58.96
Reason-IAD 2026.02	54.66	68.95	55.28	70.64	79.68	95.28	80.85	72.19
Qwen-VL-Chat 2026.01	53.65	31.33	28.62	41.66	63.99	74.46	67.94	51.66
SPHINX 2026.01	53.13	33.93	52.27	50.96	71.23	85.07	73.1	59.96
LLaVA-1.5 2026.02	50.81	36.82	35.94	50.96	70.45	67.33	69.12	54.49
Random Chance 2026.01	50	25	25	25	25	25	25	28.57
LLaVA-1.5 2026.01	49.96	38.78	46.17	58.17	73.09	73.62	70.98	58.68
Uio2-large 2026.01	49.27	27.52	18.95	25.28	37.85	43.75	47.24	36.08
Uio2-Xl 2026.01	24.52	32.23	36.61	36.99	48.64	57.85	59.21	38.62