AIWalker
Apr 6, 2026 · Artificial Intelligence
How TIR‑Agent Turns Image‑Restoration Tools into a Learnable Decision‑Making Agent
The paper introduces TIR‑Agent, an image‑restoration agent that learns a tool‑calling policy via supervised fine‑tuning and reinforcement learning, addressing exploration stagnation and multi‑objective reward imbalance, and demonstrates over 2.5× faster inference and superior multi‑metric performance on synthetic and real degradation datasets.
Image Restorationagent-based AIcomputer vision
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