SegmentAnyTree: A sensor and platform agnostic deep learning model for tree segmentation using laser scanning data

Topics

individual tree detection · sensor-agnostic deep learning model · ULS (unmanned laser scanning) · terrestrial laser scanning · mobile laser scanning · PointGroup architecture · 3D convolutional neural network · deep learning segmentation · deep learning segmentation · point cloud random subsampling · data augmentation strategy · point cloud · forest structural complexity · individual tree detection · codominant and dominated trees · Model transferability · point cloud · forest structural complexity · omission rates

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Pepkio Research Index (PRI). Topics and Trends in Most Cited Forest ecology and management Papers, Class of 2026. https://pri.pepkio.com/top-papers/forest-ecology-and-management/2026. Accessed 2026-07-23.

Zheng Su, Tinsley Li, Thematic Shifts in Early-High-Impact Cancer Genomics and Diagnostics Research: A Bibliometric and Semantic Analysis. bioRxiv 2026.07.04.736459; doi: https://doi.org/10.64898/2026.07.04.736459