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Fine-grained Visual Perception on V* Bench

95.7Overall Score

o3

Updated 18d ago

Evaluation Results

Method	Links
o3 2025.05		95.7	-	-
BVS 2026.07		93.2	95.7	89.5
BVS-Qwen3VL-8B 2026.07		93.2	95.7	89.5
BVS 2026.07		91.6	93	89.5
BVS 2026.07		91.1	96.5	82.9
TreeVGR-7B 2026.07		91.1	94	87
ZoomEye 2025.05		90.6	93.9	85.5
Simple O3-7B 2026.07		90.4	-	-
DeepEyes 2025.05		90.1	91.3	88.2
ZoomEye 2026.07		90.1	92.2	86.8
DeepEyes-7B 2026.07		90.1	91.3	88.2
Qwen3-VL-8B-w tool 2026.07		90.1	-	-
RAP 2026.07		88.5	88.7	88.2
Mini-o3-7B 2026.07		88.2	-	-
Qwen2.5-VL* 2025.05		87.9	87.8	88.1
ZoomEye 2026.07		87.4	91.3	81.6
RAP 2026.07		84.8	87.9	80.3
ViCrop 2026.07		84.8	86.1	82.9
Pixel Reasoner-7B 2026.07		84.3	-	-
ZoomEye 2026.07		83.2	85.2	80.3
w/o reasoning 2026.07		82.7	82.6	82.9
BVS 2026.07		82.2	83.5	80.3
ViCrop 2026.07		82.2	85.2	77.6
RAP 2026.07		82.2	82.6	81.6
Thyme-7B 2026.07		82.2	83.5	80.3
DyFo 2025.05		81.2	80	82.9
Pixel-Reasoner 2025.05		80.6	83.5	76.3
ZoomEye 2026.07		79.6	80.9	77.6
w/o reasoning 2026.07		78.5	80	76.3
ViCrop 2026.07		78.5	80	76.3
RAP 2026.07		76.4	80	71.1
SEAL 2025.05		75.4	74.8	76.3
LLaVA-OneVision 2025.05		75.4	75.7	75
ViCrop 2026.07		75.4	77.4	72.4
Qwen2.5-VL* 2025.05		71.2	73.9	67.1
w/o reasoning 2026.07		68.1	65.2	72.4
GPT-4o 2025.05		66	-	-
w/o reasoning 2026.07		62.3	67	55.3