Author

Xu Zhang

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Preprint Sep 2026

SkillIR: Evolving Scene-Aware Skills for Agentic Image Restoration

SkillIR is proposed, a skill-guided framework that represents restoration experience as degradation-centered action evidence rather than complete tool-use trajectories rather than complete tool-use trajectories and improves restoration quality and enables more reliable and effective tool use.

Jie Shao, Sheng-Kai Hu, Xu Zhang et al. · 0 citations

Preprint Aug 2026

SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning

SpikeRestormer is proposed, an energy-efficient SNN for AiOIR that performs event reasoning over internally generated spike cues that delivers competitive performance against ANN-based methods and establishes new state-of-the-art results among SNN-based methods with significantly lower energy consumption.

Shengkai Hu, Jie Shao, Jiaqi Ma et al. · 1 citation