基于图像分割的激光雷达数据建筑物边缘自动提取

Wen Ma, Jian-ping Yue, S. Cao
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引用次数: 1

摘要

激光雷达(LIDAR, Light Detection And Ranging)已成为一种可靠的地表数据采集技术。基于激光雷达数据的建筑物提取是其中的重要应用之一。图像边缘是建筑物的一个重要特征,它能反映出图像中最有价值的信息。它可以大致描述建筑的特点。因此,从激光雷达数据中提取建筑物边缘具有十分重要的意义。本文提出了一种利用图像分割技术从激光雷达数据中自动提取建筑物边缘的方法。第一阶段,将激光雷达点云数据转换为DSM图像。第二阶段,采用基于过渡区域确定的阈值选择方法对DSM图像进行分割。最后,在分割后的图像上提取建筑物的边缘。利用TopScan机载激光扫描系统对中国徐州市上空不同地面点密度的数据集进行了分析,结果表明了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automatic building edge extraction from lidar data based on images segmentation
LIDAR (Light Detection And Ranging) has become a reliable technique for the data collection of the earth surface. Building extraction based on LIDAR data is one of the important applications. The image edge is one important feature of a building, which can reflect the most valuable information of the image. And it can roughly describe the characteristics of the building. So building edge extraction from LIDAR data is of great significance. This paper presents an automatic extraction method of building edges from LIDAR data, using image segmentation technology. In the first stage, the LIDAR point cloud data are converted into DSM images. In the second stage, a threshold selection method based on the transition region determination is used to segment the DSM images. Finally, the building edges are extracted on the segmented image. The results obtained on the data sets with different ground point density, gathered over the town of Xuzhou (China) with TopScan airborne laser scanning system, are shown to illustrate the effectiveness of the proposed approach.
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