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多尺度超体素生长的点云平面分割算法

聂道许 毛娟娟 花向红 陈西江

大地测量与地球动力学2025,Vol.45Issue(8):813-817,5.
大地测量与地球动力学2025,Vol.45Issue(8):813-817,5.DOI:10.14075/j.jgg.2024.10.462

多尺度超体素生长的点云平面分割算法

Point Cloud Plane Segmentation Algorithm for Multi-Scale Supervoxel Growth

聂道许 1毛娟娟 2花向红 3陈西江2

作者信息

  • 1. 湖南省遥感地质调查监测所,长沙市劳动西路256号,410015
  • 2. 武汉理工大学安全科学与应急管理学院,武汉市珞狮路205号,430070
  • 3. 武汉大学测绘学院,武汉市珞喻路129号,430079
  • 折叠

摘要

Abstract

In order to simultaneously improve the efficiency and reliability of point cloud plane segmentation,based on the multi-scale supervoxel and region growing algorithm,supervoxels are used as the growing units,and the voxel region growing algorithm is used to achieve fine point cloud plane segmentation.The results show that the proposed method has good segmentation effect on both indoor and outdoor point cloud data,which is superior to RANSAC,Khaloo and global energy optimization methods.Moreover,the Precision,Recall and F1-score of the method in this paper are all higher than 0.90.

关键词

超体素/区域生长/分割/多尺度/平面点云

Key words

hypervoxel/regional growth/segmentation/multi-scale/plane point cloud

分类

天文与地球科学

引用本文复制引用

聂道许,毛娟娟,花向红,陈西江..多尺度超体素生长的点云平面分割算法[J].大地测量与地球动力学,2025,45(8):813-817,5.

基金项目

国家自然科学基金(42171428,62377037) (42171428,62377037)

湖北省自然科学基金(2023AFB950). National Natural Science Foundation of China,No.42171428,62377037 (2023AFB950)

Natural Science Foundation of Hubei Prov-ince,No.2023AFB950. ()

大地测量与地球动力学

OA北大核心

1671-5942

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