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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yuan Shao

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Conference Oct 2026

Forest canopy height estimation from ICESat-2 using TabPFN few-shot learning: a case study of the Auckland Region, New Zealand

Forest canopy height (FCH) is a key parameter for characterizing forest vertical structure, stand development, and above-ground biomass. The spaceborne photon-counting lidar ICESat-2 provides along-track canopy height observations that can serve as training labels for regional FCH mapping, but its along-track sampling...

Yuan Shao, Xu-Qing Zhang, Tong-Rui Chi et al. · 0 citations
Open access Aug 2026

An Urban-Oriented Method for Tree Canopy Height Extraction Using ICESat-2 Data

Urban forests play a crucial role in sustaining habitable urban environments, and tree canopy height (TCH) is a key parameter for characterizing urban forest structure and ecological functions. However, accurate TCH retrieval using spaceborne lidar remains challenging in urban built-up areas because of the high spatial...

Feng Chen, Xu-Qing Zhang, Liang Leng et al. · 0 citations

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