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Author

Shao-Da Li

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Open access Jul 2026

GTSNet: A Global Topography-Aware Segmentation Network for Remote Sensing Identification of Unstable Rock Masses

A dual-modality deep learning network that integrates high-resolution unmanned aerial vehicle (UAV) imagery and digital elevation model (DEM) data and introduces DEM-derived terrain-semantic information into optical feature modeling through a multi-scale Topography-aware Fusion Module is proposed.

Baoxiong Lyu, Shao-Da Li, Cheng-Hao Liu et al. · 0 citations
2026

RSUS: A Novel Upsampling Layer for Semantic Segmentation Network of Remote Sensing Images

Semantic segmentation of remote sensing images (RSIs) often struggles with boundary blurring, structural discontinuity, and category confusion due to limitations in conventional interpolation and dynamic upsampling methods. This article proposes RSUS, a new upsampling layer designed to preserve semantic consistency and...

Yaning Liu, Ronghao Yang, Shaoda Li et al. · 0 citations

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