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Visual Perception on BLINK (val)

95.67Validation Score

Human

Updated 12d ago

Evaluation Results

Method
Human 2026.02	95.67	80	96.7	93.75	99.19	99	95.3	80.77	96.07	98.25	98	99.42	92.48	95.14	100
ReMoT -CoT-4B 2026.02	62.15	23.2	84.44	73.33	80.65	59.33	75.21	46.92	64.03	86.71	53.28	87.21	42.86	28.36	56.06
GPT-4o 2026.02	60.04	31.33	72.59	49.17	74.19	55.33	82.91	40.77	53.96	69.23	59.84	75	59.4	37.31	79.55
Qwen3VL-4B-Thinking 2026.02	59.5	10	61.54	71.67	80.65	58.67	77.42	39.23	56.12	88.11	52.46	86.63	49.62	33.58	60.61
V-Reflection 2026.03	56.4	33.3	-	65.8	-	49.6	-	-	-	90.9	-	-	-	44.8	-
LVR 2026.03	55.4	29.3	-	70	-	52	-	-	-	86	-	-	-	42.5	-
PAPO 2026.03	54.8	29.3	-	66.7	-	52	-	-	-	88.8	-	-	-	39.6	-
GPT-4 Turbo 2026.02	54.61	32.67	80.74	57.5	66.13	69.33	79.49	24.62	30.94	69.23	52.46	52.33	52.63	32.84	63.64
Qwen2.5-VL-7B 2026.03	54.5	27.3	-	65.8	-	52.7	-	-	-	88.1	-	-	-	41	-
PixelReasoner 2026.03	54.5	25.3	-	66.7	-	52.7	-	-	-	88.1	-	-	-	42.5	-
Qwen2.5-VL-7B + vanilla SFT 2026.03	53.1	26.7	-	60.8	-	45.3	-	-	-	88.8	-	-	-	33.6	-
GPT-4V(ision) 2026.02	51.14	22.67	78.52	60.83	59.68	70	79.49	26.15	28.78	72.73	54.92	33.72	55.64	38.81	34.09
GPT-4o 2026.03	51.1	30	-	51.7	-	58	-	-	-	76.9	-	-	-	38.8	-
LLaVA-v1.6-34B 2026.02	46.8	26	48.89	66.67	67.74	54.67	43.59	20.77	23.74	74.83	59.02	30.81	62.41	31.34	44.7
Gemini Pro 2026.02	45.16	23.33	52.59	52.5	40.32	57.33	50.43	24.62	26.62	74.83	53.28	42.44	44.36	38.81	50.76
Claude 3 OPUS 2026.02	44.05	24.67	72.59	50.83	47.58	32.67	65.81	21.54	25.18	58.04	51.64	36.63	56.39	26.87	46.21
Vision-R1 2026.03	42.8	26.7	-	51.7	-	27.3	-	-	-	66.4	-	-	-	44.8	-
LLaVA-v1.5-13B 2026.02	42.66	26	47.41	45	53.23	58	47.01	26.15	32.37	67.83	52.46	29.07	44.36	36.57	31.82
InstructBLIP-13B 2026.02	42.24	24.67	49.63	30.83	51.61	52.67	51.28	29.23	32.37	65.73	55.74	29.65	57.14	38.81	21.97
LLaVA-v1.5-13B-xtuner 2026.02	42	24.67	47.41	48.33	54.03	52	47.01	30	30.94	69.93	45.08	29.65	44.36	38.81	25.76
CogVLM 2026.02	41.54	26.67	47.41	38.33	52.42	52.67	47.86	23.08	33.09	63.64	52.46	29.65	54.14	29.85	30.3
Qwen-VL-Max 2026.02	40.28	21.33	51.11	56.67	58.06	4.67	38.46	28.46	23.02	69.93	48.36	31.4	51.88	36.57	43.94
InstructBLIP-7B 2026.02	39.72	20	47.41	32.5	51.61	52.67	47.01	23.85	30.94	56.64	48.36	30.81	55.64	33.58	25
LLaVA-v1.5-7B-xtuner 2026.02	39.36	18.67	47.41	45.83	51.61	52.67	47.01	20	28.78	68.53	36.89	29.07	38.35	29.85	36.36
OpenFlamingo-v2 2026.02	39.18	18.67	62.22	30	54.03	47.33	52.99	24.62	30.22	43.36	56.56	25.58	44.36	36.57	21.97
Random Choice 2026.02	38.09	25	50	25	50	50	50	25	25	50	50	25	50	33.33	25
LLaVA-internLM2-7B 2026.02	37.71	22	48.89	55	57.26	28.67	29.06	23.85	27.34	76.22	50	27.91	44.36	32.09	5.3
LLaVA-v1.5-7B 2026.02	37.13	20	47.41	40	52.42	11.33	47.01	20	23.02	61.54	56.56	25.58	51.88	39.55	23.48
MiniGPT-4-v2 2026.02	34.23	20.67	44.44	13.33	50.81	34.67	43.59	20.77	28.78	44.76	47.54	26.16	48.87	30.6	24.24