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Visual Perception and Reasoning on V*

91.1Overall Accuracy

TreeVGR-7B

Updated 1mo ago

Evaluation Results

Method
TreeVGR-7B 2026.06	91.1	94	87
DeepEyes‡ 2026.03	90.1	91.3	88.2
DeepEyes 2026.06	90.1	91.3	88.2
ActiveScope 2026.06	89.84	89.38	90.54
LFPC 2026.03	89.5	91.3	86.8
CoF-sft 2026.03	88.5	90.4	85.5
ZoomEye 2026.06	88.48	90.43	85.53
Mini-o3† 2026.03	88.2	-	-
Mini-o3 2026.03	88	87.8	88.2
Imagine-OPD-4B 2026.06	88	89.6	85.5
Imagine-OPD-8B 2026.06	87.4	88.7	86.8
Regular 2026.06	86.63	86.73	86.49
Qwen3-VL-8B 2026.06	86.4	87	85.5
DeepEyes 2026.03	85.9	84.3	88.2
Kimi-K2.5 (1T) 2026.06	85.9	87	84.2
Pixel Reasoner 2026.03	84.3	82.6	86.8
DLR 2026.04	83.8	84.3	82.9
RIS 2026.05	83.75	84.26	83.24
DeepEyes 2026.05	83.3	84.4	81.6
UniVLR 2026.05	82.7	83.5	81.6
LVR 2026.04	82.2	82.6	81.6
Qwen3-VL-30B-Thinking 2026.06	82.2	81.7	82.9
Thyme 2026.06	82.2	83.5	80.3
Monet 2026.05	81.9	81.94	81.86
RIS+VLPO 2026.05	81.76	81.24	82.28
Qwen2.5-VL-32B 2026.06	81.2	77.4	86.8
LFPC 2026.03	80.6	82.6	77.6
LVR 2026.05	80.6	83.26	77.94
PixelReasoner 2026.05	80.6	83.5	76.3
LVR 2026.05	80.6	81.7	79.8
Qwen3-VL-235B-A22B 2026.06	80.6	82.9	79.1
Pixel-Reasoner 2026.06	80.6	83.5	76.3
Mini-o3 2026.03	80.1	78.3	82.9
PixelReasoner 2026.04	80.1	82.6	76.3
SkiLa 2026.05	80.1	79.1	81.6
Qwen3-VL-4B 2026.06	80.1	80.9	78.9
Qwen3-VL-8B-Thinking 2026.04	79.6	81.7	76.3
ICoT 2026.04	79.6	81.7	76.3
CoVT 2026.05	79.1	81.05	77.15
Monet 2026.05	79.1	81.7	75
Gemini-2.5-Pro 2026.06	79.1	86.8	68.4
Qwen2.5-VL-7B+GLSD 2026.05	78.25	78.39	78.11
ActiveScope 2026.06	78.01	80	75
CoVT 2026.05	78	79.1	76.3
Qwen2.5-VL-7B 2026.05	77.4	78.3	76.3
Qwen2.5-VL-7B 2026.05	76.65	77.12	74.35
DeepEyes 2026.03	75.9	75.7	76.3
Qwen2.5-VL-7B + vanilla SFT 2026.05	75.4	80	68.5
ZoomEye 2026.06	74.35	74.78	73.68
Qwen2.5-VL-7B 2026.06	74.3	77.4	69.7
Pixel Reasoner 2026.03	73.9	73.1	75
Regular 2026.06	73.3	73.91	72.37
CoF-sft 2026.03	72.8	73	72.4
Gemini-2.5-Flash 2026.06	72.3	77.3	64.4
Gemini-3-Flash 2026.06	72.3	64.4	77.3
InternVL3-8B 2026.06	70.2	67.8	73.7
GPT-4o 2026.04	67.5	72.2	60.5
GPT-4o 2026.05	67.5	72.2	60.5
GPT-4o 2026.06	67.5	72.2	60.5
GPT-4o 2026.05	65.15	69.68	58.39