@article{qagentqualitydrivenchainofthoughtimage,
  title = {Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model},
  author = {Yingjie Zhou and JieZhang Cao and ZiCheng Zhang and Farong Wen and Yanwei Jiang and Jun Jia and Xiaohong Liu and Xiongkuo Min and Guangtao Zhai},
  year = {2025},
  eprint = {2504.07148},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2504.07148v1},
}