arxivcs.CV2026-06-27
Self-Evolving Agentic Image Restoration via Deliberate Planning and Intuitive Execution
Shuang Cui, Fan Ji, Guanglong Sun, Yufei Guo, Xiongxin Tang, Jiangmeng Li, et al.
Real-world image restoration (IR) remains challenging due to complex and coupled degradations. While recent agentic IR frameworks leverage Large Language Models for flexible tool planning, they face two critical limitations. First, from a search scheme perspective, excessive reli…