Topological Anomaly Detection benchmark leaderboard · SOTA2 Research

Topological Anomaly Detection

70Precision (IoU=0.3)Qwen3-VL-4B

Evaluation Results

Method	Links
Qwen3-VL-4B2026.03		70	49.9	58.3	54.3	38.7	45.2	27	19.3	22.5	24.7
Qwen3-VL-8B2026.03		69.1	48.5	57	53.1	37.3	43.9	27.1	19	22.4	24.3
Qwen2.5-VL-3B2026.03		66.8	50.9	57.8	49.7	37.9	43	21.3	16.2	18.4	21.4
InternVL-2.5-2B2026.03		47.3	37.8	42	39.2	27	32	19.2	12.8	15.3	17.1
Qwen3-VL-4B2026.03		42.6	25.5	31.9	30.7	18.3	23	16.2	9.7	12.1	12.8
Qwen3-VL-8B2026.03		38.4	20.5	26.7	29	15.5	20.2	16.9	9	11.8	11.8
Qwen2.5-VL-3B2026.03		20.9	16.4	18.4	13.6	10.7	11.9	4.7	3.7	4.1	5.3
InternVL-2.5-2B2026.03		15.9	16.6	16.3	8.8	9.2	9	3.2	3.3	3.2	4
Qwen3.5-Plus2026.03		3.1	3.2	3.2	1.4	1.5	1.5	0.2	0.2	0.2	0.5
Gemini-2.5-Flash2026.03		3	2.4	2.7	1	0.9	0.9	0.1	0.1	0.1	0.3
GPT-5.22026.03		2.4	1.7	2	1	0.7	0.8	0.2	0.1	0.1	0.3
GPT-4o2026.03		0.6	0.3	0.4	0.3	0.1	0.1	0	0	0	0
Qwen3-VL-4B2026.03		0.1	0.1	0.1	0	0	0	0	0	0	0
InternVL-2.5-2B2026.03		0	0	0	0	0	0	0	0	0	0
Qwen2.5-VL-3B2026.03		0	0	0	0	0	0	0	0	0	0
Qwen3-VL-8B2026.03		0	0	0	0	0	0	0	0	0	0