Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
Fine-grained visual reasoning remains challenging for vision-language models, especially when small but critical visual cues are buried in high-resolution images. Existing approaches rely on repeated cropping or test-time visual search to introduce local evidence, but they typically do not explicitly distinguish perception from reasoning. In this paper, we propose Perceive-to-Reason (P2R), a unified framework that formulates fine-grained visual reasoning as a two-stage process: the model first localizes question-relevant evidence as a Perceiver, and then answers the question as a Reasoner base
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Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
- Linked via arxiv authorHongxing Li →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorXiufeng Huang →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorDingming Li →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorWenjing Jiang →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorZixuan Wang →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorHaolei Xu →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorHanrong Zhang →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorHaiwen Hong →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorLongtao Huang →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorHui Xue →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorWeiming Lu →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorJun Xiao →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorYueting Zhuang →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning
- Linked via arxiv authorYongliang Shen →
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning