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Chuangjie Fang

3 accepted papers

2026

TRT: Harnessing Tensor Ring Transformer for Hyperspectral Image Super-Resolution

AAAI 2026technical

Deep unfolding networks (DUNs) have recently emerged as a promising approach for hyperspectral image super-resolution (HSISR) by combining the benefits of nonlinear deep learning architectures with interpretable optimization techniques. Despite their advantages, current DUNs face significant challen

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2025

Laboring on less labors: RPCA Paradigm for Pan-sharpening

ICCV 2025poster

Deep unfolding network (DUN) based pansharpening has shed new light on high-resolution/spectrum image acquisition, serving as a computational alternative to physical devices. While with both merits of deep feature learning and acceptable interpretability enjoyed, current pansharpening necessitates s…

2025

Pipeline-Centered Neighboring Network for Deep Unfolding Pansharpening

ICASSP 2025accepted

Pansharpening technique is dedicated to enriching the spatial details of low-resolution multispectral images (LRMS) under the guidance of a panchromatic (PAN) image. With the guarantee of promising results, Transformer-based methods have enjoyed a high reputation in this field. However, to reduce co…

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