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Visual Question Answering on UniPercept-Bench-VQA IQA

77.43Accuracy (Location)UniPercept

Evaluation results

Method	Links
UniPercept2025.12		77.43	79.6	90.98	79.6	87.03	80.86	75.6	83.42	79.31	81.07
LLaVA-OneVision-1.5-Instruct-8B2025.12		76.51	59.87	77.46	59.87	91.35	70.37	61.31	82.35	75.86	72.15
InternVL3-78B2025.12		75.41	51.84	81.56	51.84	93.51	66.67	63.1	88.24	66.67	70.31
QwenVL-2.5-Instruct-7B2025.12		74.13	48.83	66.39	48.83	88.65	60.49	53.57	78.61	77.01	65.44
GPT-4o2025.12		71.74	53.18	70.49	53.18	83.78	59.26	61.31	80.21	67.82	66.36
InternVL3-8B2025.12		71.56	52.84	59.43	52.84	87.03	59.88	48.81	71.12	71.26	63.69
Claude-Sonnet-4.52025.12		71.19	51.51	66.8	51.51	90.81	50	50.6	82.89	71.26	64.8
Claude-Sonnet-4.5-Think2025.12		71.19	55.52	66.8	55.52	89.19	50	51.79	82.89	72.41	65.9
GLM-4.5-V-106BA12B2025.12		70.09	35.79	54.51	35.79	88.11	48.77	44.05	74.33	68.97	57.17
Llama-4-Scout2025.12		60.18	58.19	52.05	58.19	82.16	37.04	38.69	66.31	62.07	57.81
InternVL3.5-38B2025.12		38.9	49.83	45.08	49.83	46.49	41.36	31.55	33.16	62.07	43.29
InternVL3.5-8B2025.12		38.17	44.82	38.11	44.82	35.14	41.98	30.36	36.36	56.32	39.98
QwenVL-3-Instruct-8B2025.12		34.68	55.18	16.39	55.18	20.54	18.52	27.38	25.67	77.01	36.21
Gemini-2.5-pro2025.12		32.84	52.84	40.98	52.84	40.54	32.72	29.17	41.18	28.74	40.17
QwenVL-2.5-Instruct-72B2025.12		31.01	4.68	16.39	4.68	35.14	14.81	11.31	22.99	66.67	20.5
QwenVL-3-Instruct-32B2025.12		29.54	14.38	16.8	14.38	11.89	18.52	25.6	22.46	74.71	22.52
Random Guess2025.12		23.67	24.75	20.08	24.75	27.03	16.05	25	21.39	22.99	23.16