Author

Sheng-Kai Hu

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Preprint Sep 2026

SkillIR: Evolving Scene-Aware Skills for Agentic Image Restoration

This paper studies agentic image restoration, in which multimodal agents coordinate specialized restoration tools to recover images affected by complex degradations. Existing restoration agents often derive complete tool-use plans from the original degraded image or retrieve previously successful trajectories, providin...

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