---
license: apache-2.0
language:
- en
metrics:
- accuracy
base_model:
- Qwen/Qwen2-VL-7B-Instruct
pipeline_tag: image-text-to-text
---

# DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding
Xinyu Ma, Ziyang Ding, Zhicong Luo, Chi Chen, Zonghao Guo, Derek F. Wong, Xiaoyi Feng, Maosong Sun

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<a href='https://deepperception-kvg.github.io/'><img src='https://img.shields.io/badge/Project-Page-blue'></a>
<a href='https://arxiv.org/abs/2503.12797'><img src='https://img.shields.io/badge/Paper-PDF-Green'></a> 
<a href='https://github.com/MaxyLee/DeepPerception'><img src='https://img.shields.io/badge/Github-Page-green'></a>
<a href='https://huggingface.co/datasets/MaxyLee/KVG-Bench'><img src='https://img.shields.io/badge/Benchmark-Huggingface-orange'></a> 
<a href='https://huggingface.co/datasets/MaxyLee/KVG'><img src='https://img.shields.io/badge/Dataset-Huggingface-purple'></a> 

This is the official repository of **DeepPerception**, an MLLM enhanced with cognitive visual perception capabilities.