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一种基于高程双阈值的点云地面点滤波方法

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地面点滤波是点云数据处理的重要环节之一.本文结合三维激光点云的高程分布特性,提出了一种基于高程双阈值的点云地面点滤波方法,该方法利用地面点和非地面点的高程值差异,分别设置大尺度高程阈值和小尺度高程阈值,实现地面点和非地面点的分离.结合ISPRS数据集,研究了本文算法中的控制参数(格网尺寸、预设坡度、标准差倍数)对滤波精度的影响,在此基础上,通过不同滤波算法精度比较分析,验证了本文算法的可行性和适用性.
A Double-threshold Elevation-based Point Cloud Ground Point Filtering Method
Ground point filtering is one of the important aspects of point cloud data processing.This paper combines the elevation distri-bution characteristics of 3D laser point clouds and proposes a ground point filtering method for point clouds based on elevation double threshol-ding,which takes advantage of the differences in elevation values of ground points and non-ground points,and sets large scale elevation thresholds and small scale elevation thresholds respectively to achieve the separation of ground points and non-ground points.Combined with the ISPRS data set,the influence of the control parameters(grid size,preset slope,standard deviation multiplier)on the filtering accuracy in this paper's algorithm is studied,and on this basis,the feasibility and applicability of this paper's algorithm are verified by the comparative a-nalysis of the accuracy of different filtering algorithms.

point cloudelevation double thresholdingcontrol parametersground points filteringaccuracy analysis

高金彬、花向红、赵不钒、李丞、杨森

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武汉大学测绘学院,湖北 武汉 430079

武汉理工大学安全科学与应急管理学院,湖北 武汉 430070

点云 高程双阈值 控制参数 地面点滤波 精度分析

2024

城市勘测
中国城市规划协会 武汉市测绘研究院

城市勘测

影响因子:0.488
ISSN:1672-8262
年,卷(期):2024.(5)