Logical Anomaly Detection on MVTec LOCO FC (F1 Scores) benchmark leaderboard · SOTA2 Research

Logical Anomaly Detection on MVTec LOCO FC (F1 Scores)

100Breakfast Box Binary F1LogiCls

Evaluation Results

Method	Links
LogiCls2026.02		100	97.39	90.96	86.98	92.16	88.74	87.8	98	95.24	98.41	92.62	94
LogiCls2026.02		100	92.16	81.45	75.44	89.52	85.03	79.01	76.89	95.24	94.07	88.09	84.05
Gemini-2.5-pro2026.02		93.45	89.74	85.56	39.86	72.45	50.87	40.87	32.58	42.39	48.64	64.23	49.89
GPT4.1-2025-04142026.02		90.75	83.46	81.25	35.48	63.5	42.78	43.87	30.65	43.16	51.45	61.98	45.91
GPT-4o2026.02		86.67	61.82	81.25	35.48	43.48	28.44	39.71	27.67	35.9	42.86	54.45	37.39
GLM-4.5V_no think2026.02		55.46	65.05	57.36	49.74	44.67	41.24	35.85	38.26	53.33	44.05	47.89	46.68
QwenVL2.5-72B-Instruct2026.02		52	68.03	50.35	35.54	41.44	8.19	32.39	19.14	45.16	40.74	42.99	31.25
InternVL3-78B-Instruct2026.02		45.16	30.3	81.25	33.37	39.66	11.16	34.59	35.27	33.96	40.42	45.39	29.74
QwenVL2.5-7B-Instruct2026.02		34.67	20.15	56.6	10.48	40.35	10.38	38.02	23.8	26.09	21.3	39.03	17.45
QwenVL2.5-3B-Instruct2026.02		21.92	3.51	13.79	0	40.72	8.53	34.2	13.89	27.16	3.18	28.86	6.65