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Ruiqin Zheng

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2026

I2SNet: A Lightweight Coarse-to-Fine Hierarchical Network for Hyperspectral Image Classification From Image to Subpixel

Hyperspectral image classification (HSIC) faces critical challenges, including restricted receptive fields in patch-level methods and coarse feature representations alongside subpixel blindness in conventional image-level networks. To address these bottlenecks, we propose I2SNet, a novel lightweight image-level end-to-...

Zhuo-Yi Zhao, Xiang Xu, Chui-Yi Deng et al. · 0 citations
Jul 2026

PRISM Edit: One Vector for All Temporal Answers

This work introduces PRISM Edit, which optimizes a single polysemous representation across temporal contexts and leverages the model's inherent modulation pathway to route it to temporally correct predictions without requiring any architectural modification.

Chen Huang, Qirui Zheng, Ruiqin Zheng et al. · 1 citation

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