EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning
EvoIR-Agent is a self-evolving image restoration system that solves the trade-off between training efficiency and compatibility. It creates a hierarchical experience pool to guide an agent's planning, balancing high performance with fast inference. The system learns optimal tool usage and removal orders through iterative experience acquisition and evolution.