Author

Xiao-Man Qi

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Open access 2026

NRMLC: A Noise-Robust Multilabel Remote Sensing Scene Classification Framework Based on Labelwise Attention and Transformer-Based Classification

Multilabel remote sensing scene classification (ML-RSSC) aims to assign multiple semantic labels to complex high-resolution scenes. Although exhaustive expert annotation enables accurate supervision, its high cost limits large-scale applications. Low-cost labels from crowdsourcing, existing geographic products, or weak...

Xiao-Man Qi, Xing-Rui Zeng, Xiao-Tong Qi et al. · IEEE Journal of Selected Top... · 0 citations

Review Open access Sep 2026

Remote Sensing of Surface Soil Moisture: A Comprehensive Review of Retrieval Methods and Satellite Products

Soil moisture (SM) is a key parameter in surface water and energy cycles, playing a vital role in agriculture, hydrology, and atmospheric science. Remote sensing (RS) has been widely applied in SM retrieval, yet most existing reviews focus on individual data sources or specific methodologies, lacking a systematic pathw...

Xing-Rui Zeng, Xiao-Man Qi, Jun-Huan Peng et al. · Water · 0 citations

Open access Aug 2026

SGL-Mamba: Structure-Aware Global–Local Mamba for Crack Segmentation

This paper proposes the SGL-Mamba network, introducing an SGL-Mamba block that combines a parallel directional scanning mechanism with a local perception branch to effectively achieve joint modeling of global topological continuity and local crack details.

Mozi Gao, Zhonghua Weng, Jiasheng Wu et al. · Italian National Conference... · 1 citation