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A Unified Framework for Individual Tree Segmentation and Forest Biometrics Derivation from LiDAR Point Clouds Captured by Different Platforms in Diverse Forest Environments
A forest inventory pipeline for individual tree segmentation and the derivation of key forest biometrics including tree location and diameter at breast height (DBH) across heterogeneous LiDAR datasets is proposed using a confidence-guided, multi-stage quality control framework.
Deep Learning Applications in Remote Sensing for Forest Inventory Methods
This review synthesizes deep learning applications in forest inventory methods across three tasks: tree counting and localization, tree species identification, and tree measurement and outlines future directions for improving scalability and applicability in forest monitoring and management.