---
language:
- en
license: apache-2.0
size_categories:
- 1K<n<10K
task_categories:
- image-text-to-text
pretty_name: KVG-Bench
---

# 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

<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/thunlp/DeepPerception/tree/main/DeepPerception/KVG_Bench'><img src='https://img.shields.io/badge/Github-Page-green'></a>
<a href='https://huggingface.co/MaxyLee/DeepPerception'><img src='https://img.shields.io/badge/Model-Huggingface-yellow'></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 **KVG-Bench**, a comprehensive benchmark of Knowledge-intensive Visual Grounding (KVG) spanning 10 categories with 1.3K manually curated test cases.