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Author

Heng-Chao Li

2 papers indexed here

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2026

Latent Diffusion Prior-Enhanced Frequency-Aware Deep Unfolding Network for Hyperspectral Image Denoising

Deep unfolding networks (DUNs) offer an iterative paradigm that unrolls optimization procedures into a cascaded network structure for hyperspectral image (HSI) denoising. However, existing DUNs for HSI denoising suffer from two notable limitations: 1) the ill-posed inverse problem of handling severely degraded observat...

Zhen-Zhou Wei, Yu-Bang Zheng, Heng-Chao Li et al. · 0 citations
Sep 2026

A Structure-Revealing Tensor Network Paradigm and Its Applications.

Tensor network (TN) decomposition is a powerful data representation tool widely used in machine learning and computer vision. However, existing TN decomposition methods are limited by fixed topologies, which constrain their representational capacity. To overcome this limitation, we introduce, for the first time, an ene...

Yu-Bang Zheng, Xi-Le Zhao, Heng-Chao Li et al. · 0 citations

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