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Visual Perception and Grounding on V*

88.9AccuracyDeepEyes
38.14851.32464.577.676May 13, 2026

Evaluation results

MethodLinks
DeepEyesSize=7B2026.0588.9
MoCASize=7B2026.0586.6
Pixel ReasonerSize=7B2026.0584.3
Qwen2.5-VL-InstructSize=72B2026.0581.2
Llava-OVSize=7B2026.0572.8
Qwen2.5-VL-InstructSize=7B2026.0571.4
VL-RethinkerSize=7B2026.0568.2
mPLUG-Owl3Size=7B2026.0564.5
R1-VLSize=7B2026.0560.3
GPT-4o-miniSize=-2026.0550.8
GPT-4oSize=-2026.0545
DocopilotSize=8B2026.0540.1