Based on deep learning and a class decision process, I implemented a method designed to separate leaf points from wood points in terrestrial LiDAR point clouds of trees. Although simple, this approach learns trees characteristic point patterns efficiently and robustly.
Comparison of wood / leaves segmentation methods using machine learning:
Jules Morel 