SkillIR: Evolving Scene-Aware Skills for Agentic Image Restoration

arXiv:2609.21468 · cs.CV · Submitted 2026-09-18 · Read on arXiv

cs.CV

Submitted: 2026-09-18

Updated: 2026-09-18

Terminology

• Verification — 14× in this paper · explained in 2 episodes
• All-in-One Image Restoration — 9× in this paper
• Benchmark — 8× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Transformer — 4× in this paper · explained in 2 episodes
• Generalization — 3× in this paper · explained in 13 episodes
• Reinforcement Learning — 3× in this paper · explained in 4 episodes
• Fidelity — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• Agent Architectures — 1× in this paper · explained in 1 episode
• Agentic System — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy
• ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration
• GPT-4o System Card
• TIR-Agent: Training an Explorative and Efficient Agent for Image Restoration
• Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model
• OPERA: An Agent for Image Restoration with End-to-End Joint Planning-Execution Optimization

Related papers

• Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories
• AnchorWeave: World-Consistent Video Generation with Retrieved Local Spatial Memories
• Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift
• MambaX-Net: Dual-Input Mamba-Enhanced Cross-Attention Network for Longitudinal MRI Segmentation
• TeleOCR: Navigating Document Parsing Across Digital and Camera-Captured Documents
• A Survey on Efficient Vision-Language-Action Models