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Nan Li

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Open access 2026

Physics-Guided Generative Pansharpening for Remote Sensing Images Under Unknown Sensor Degradation

Generative artificial intelligence has shown considerable potential for remote sensing image restoration and fusion. Pansharpening reconstructs high-spatial-resolution multispectral (HRMS) images by integrating high-resolution panchromatic (PAN) and low-resolution multispectral (LRMS) observations. However, existing me...

Xing-Si Xue, Feng-Hua Huang, Jian-Feng Wang et al. · 0 citations
Open access 2026

LLM-Enhanced Architecture Design for Lightweight Small-Object Detection in Low-Altitude Remote Sensing

Experiments show that LPNAS-Det achieves favorable accuracy–efficiency tradeoffs compared with mainstream lightweight detectors, low-altitude small-object detectors, and representative search-based methods, and its applicability to agricultural low-altitude remote sensing.

Xing-Si Xue, Shu-Wen Lin, Jin-Hao Liang et al. · 0 citations

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