JOURNAL ARTICLE

Adaptive segmentation method based on similarity of laser point cloud topology

Abstract

Laser point cloud segmentation is the basis of target splicing or recognition. In this paper, a point cloud segmentation method based on point topology is proposed. The relationship between neighboring points is obtained by the curvature relationship between points. The relationship within point cloud between each point is established, and then the point cloud is divided by cutting the graph. The feature of eigenvalue of the Laplacian matrix realizes the adaptive segmentation. Three different kind of point cloud are tested with the algorithm in this paper and the result show that the algorithm has good performance on point cloud cutting of obvious characteristics and robust to noise.

Keywords:
Point cloud Segmentation Computer science Topology (electrical circuits) Similarity (geometry) Laplacian matrix Feature (linguistics) Artificial intelligence Computer vision Algorithm Graph Mathematics Theoretical computer science Image (mathematics) Combinatorics

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Topics

Optical measurement and interference techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Remote Sensing and LiDAR Applications
Physical Sciences →  Environmental Science →  Environmental Engineering
Advanced Measurement and Metrology Techniques
Physical Sciences →  Engineering →  Mechanical Engineering

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