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Tiangang Yin

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Open access Jul 2026

A Comparative Study of Deep Learning and Unsupervised Segmentation Methods for Individual Tree Delineation from LiDAR Point Clouds

Preprocessing, a binary tree versus non-tree semantic task, and a joint evaluation protocol are harmonised, which discusses trade-offs in annotation cost, generalisation, and interpretability and outline expansion of HKTrees dataset for larger-scale training.

Jinhong Wang, Wei Yao, Tiangang Yin · 0 citations

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