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Author

Jiapeng Huang

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Open access 2026

DBCF: Classification and Understory Terrain Estimation of High-Precision ICESat-2 Photon Point Clouds

In understory terrain studies, high-precision photon point cloud classification is essential for the comprehensive analysis of forest ecosystems. However, ICESat-2 Advanced Topographic Laser Altimeter System photon data contain substantial noise photons and inherently lack terrain-adaptive properties, leading to freque...

Jia-Peng Huang, Yun-Qiu Wang, Qing-Nan Fan et al. · 0 citations
Jul 2026

Energy-constrained hierarchical polygons for building contour regularization from airborne LiDAR point clouds

Abstract. Building contours constitute essential geometric information in fields such as 3D urban model reconstruction and low-altitude navigation and positioning. However, due to factors such as diverse building boundary structures, uneven density, and the lack of topological relationships in airborne LiDAR point clou...

Yan Xu, Chang-Dong Ji, Jia-Peng Huang · 0 citations
Open access 2026

Improving Forest Canopy Cover Mapping Through ICESat-2-Derived Understory DEM and Multisource Remote Sensing Data

Canopy cover (CC) is a key indicator of forest horizontal structure. However, in regional-scale forest environments, the spatial heterogeneity of canopy structure, limitations of understory DEMs, and differences in multisource remote sensing responses may still affect the stability and accuracy of CC estimation. This s...

Meng-Yao Wang, Jia-Peng Huang, Tao Zheng · 0 citations
2026

DGCNN-CBAM Integration: A Novel Framework for ICESat-2 Photon Point Cloud Classification and Validated Understory Terrain Estimation

In understory terrain research, high-precision photon point cloud classification is essential for comprehensive analysis of forest ecosystems. However, ICESat-2/Advanced Topographic Laser Altimeter System (ATLAS) photon data contain substantial noise, and the raw photon data lack explicit terrain attributes, which can...

Jia-Peng Huang, Yun-Qiu Wang, Hua Wu et al. · 0 citations

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