JOURNAL ARTICLE

Ground Segmentation Algorithm Based on Point Cloud Data

Honghui MuYanli YangLongkai Liang

Year: 2021 Journal:   2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture Vol: 12 Pages: 807-811

Abstract

Aiming at the problem of under segmentation between ground point cloud and multi-target object point cloud, a ground segmentation algorithm for point cloud data based on multi-region segmentation is proposed in this paper. In the process of LIDAR point cloud filtering, the method of mapping 3D point cloud to grid map is used to detect and filter the ground point cloud. The algorithm uses plane fitting to detect the ground point cloud in each grid, and filters the ground point cloud in the grid to retain the non-terrestrial point clouds. The algorithm can reduce the possibility of under segmentation of ground point cloud effectively, reduce the amount of calculation of subsequent target detection, and improve the accuracy.

Keywords:
Point cloud Segmentation Computer science Lidar Cloud computing Algorithm Grid Filter (signal processing) Computer vision Point (geometry) Image segmentation Artificial intelligence Remote sensing Geology Mathematics Geodesy Geometry

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Topics

Remote Sensing and LiDAR Applications
Physical Sciences →  Environmental Science →  Environmental Engineering
3D Surveying and Cultural Heritage
Physical Sciences →  Earth and Planetary Sciences →  Geology
Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering

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