Author

Jiaqi Ma

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Preprint Oct 2026

EM-SNN: Efficiently Modulated Spiking Neural Network for Remote Sensing Image Dehazing

Although spiking neural networks (SNNs) provide an energy-efficient alternative to artificial neural networks (ANNs), their application to remote sensing image dehazing remains limited. A key challenge arises from the coupling between haze-induced high-frequency attenuation and discrete spike thresholding. This interac...

Jie Shao, Jiaqi Ma, Wen-Wen Min 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