Author

Jie-Jun Huang

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Open access 2026

GLM-Net: A Mamba-Based Building Extraction Network With Global–Local Feature Collaboration for Remote Sensing Imagery

The automatic extraction of buildings from remote sensing imagery is crucial for urban planning, change detection, and disaster assessment. Existing CNNs struggle to effectively capture global context, while Transformers are constrained by the quadratic computational complexity of self-attention. These limitations resu...

Xin Zhao, Hua Li, Xiao-Guang Zhang et al. · IEEE Access · 0 citations

Open access 2026

Low-Rank Denoising for Chinese Spaceborne Hyperspectral Imagery With Spectral Fidelity Preservation

Chinese pushbroom spaceborne hyperspectral imagery is frequently affected by structural artifacts, such as stripes and dead lines, and by mixed noise that is nonindependent and identically distributed across spectral bands. Such degradation is particularly critical for shortwave-infrared (SWIR) mineral mapping. Followi...

Mei Xiao, Jie-Jun Huang, Ming Zhang et al. · IEEE Journal of Selected Top... · 0 citations