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ResearchFormerly WizWand

Search-based Segmentation on WebEyes

79.79Vehicles gIoUGemini-3.1-Pro

Evaluation results

Method	Links
Gemini-3.1-Pro2026.05		79.79	72.27	43.8	27.46	38.14	26.75	61.19	48.89	43.89	28.26	65.06	49.86	54.56	38.76
Doubao-Seed-2.0-Pro2026.05		79	71.81	41.66	21.22	49.79	36.87	73.26	61.05	56.21	36.78	62.13	51.53	61.22	43.32
Doubao-Seed-1.82026.05		71.4	62.57	38.1	28.45	42.05	23.02	62.67	47.76	46.66	31.2	55.45	44.42	52.64	36.06
Gemini-3.1-Flash-Lite2026.05		67.32	65	28.44	24.87	29.11	25.07	40.43	26.17	38.4	33.29	45.04	43.51	39.11	35.58
Doubao-Seed-1.62026.05		65.92	57.13	23.72	20.66	40.88	32.6	63.81	49.15	47.01	30.39	54.44	44.05	50.38	36.13
Pixel-Searcher2026.05		61.01	53.19	23.91	15.25	37.57	33.21	39.86	19.19	37.57	33.62	46.33	35.24	39.17	32.41
Qwen3-VL-8B2026.05		57.63	46.43	33.82	11.23	32.12	26.28	32.84	20.85	36.81	24.7	37.43	25.59	35.78	25.94
Seg-R1-7B2026.05		56.54	45.06	26.72	18.93	17.57	14.78	27.89	17.1	36.32	24.75	27.21	21.68	32.04	23.72
Seg-Zero-7B2026.05		49.43	35.98	32.54	16.17	25.79	21.18	29.57	18.66	39.26	27.36	27.58	15.7	34.03	22.51
OneThinker-8B2026.05		48.35	35.41	27.87	17.64	32.32	24.52	31.66	20.57	38.37	23.2	35.01	25.43	35.6	24.46
GPT-5.42026.05		43.03	37.06	20.9	10.21	9.74	7.43	39.43	29.94	16.48	8.64	18.93	14.55	25.09	13.54
SAM3-Agent2026.05		38.22	37.35	14.51	24.98	13.76	23.58	12.14	9.64	19.88	26.54	20.49	24.94	19.83	24.5
GPT-4.12026.05		24.28	20.34	0.85	0.49	8.1	6.98	0.43	0.24	5.84	3.61	7.19	4.93	4.99	6.79
LISA-7B2026.05		15.74	20.84	11.85	18.78	9.09	5.38	2.82	4.32	21.02	16.97	8.67	10.65	11.53	12.82
Affordance-R12026.05		11.84	9.49	13.28	6.93	14.15	14.28	30.08	19.27	9.87	7.98	15.82	11.02	15.84	11.5
InternVL-3.5-8B2026.05		10.62	10.45	3.72	2.31	4.59	3.67	2.99	2.06	7.67	4.95	5.53	5.82	5.28	5.28
GPT-4o2026.05		2.18	2.81	0.45	0.44	6.23	5.14	1.25	0.7	0.14	0.08	13.65	8.47	3.42	4.85