@article{deepperceptionadvancingr1likecognitive,
  title = {DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding},
  author = {Xinyu Ma and Ziyang Ding and Zhicong Luo and Chi Chen and Zonghao Guo and Derek F. Wong and Xiaoyi Feng and Maosong Sun},
  year = {2025},
  eprint = {2503.12797},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2503.12797v2},
}