3D Point Cloud Analysis: Traditional, Deep Learning, and Explainable Machine Learning Methods

This book introduces the point cloud; its applications in industry, and the most frequently used datasets. It mainly focuses on three computer vision tasks — point cloud classification, segmentation, and registration — which are fundamental to any point cloud-based system. An overview of traditional point cloud processing methods helps readers build background knowledge quickly, while the deep learning on point clouds methods include comprehensive analysis of the breakthroughs from the past...