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An automated algorithm for extracting road edges from terrestrial mobile LiDAR data

机译:从地面移动LiDAR数据提取道路边缘的自动算法

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摘要

Terrestrial mobile laser scanning systems provide rapid and cost effective 3D point cloud data which can be used for extracting features such as the road edge along a route corridor. This information can assist road authorities in carrying out safety risk assessment studies along road networks. The knowledge of the road edge is also a prerequisite for the automatic estimation of most other road features. In this paper, we present an algorithm which has been developed for extracting left and right road edges from terrestrial mobile LiDAR data. The algorithm is based on a novel combination of two modified versions of the parametric active contour or snake model. The parameters involved in the algorithm are selected empirically and are fixed for all the road sections. We have developed a novel way of initialising the snake model based on the navigation information obtained from the mobile mapping vehicle. We tested our algorithm on different types of road sections representing rural, urban and national primary road sections. The successful extraction of road edges from these multiple road section environments validates our algorithm. These findings and knowledge provide valuable insights as well as a prototype road edge extraction toolset, for both national road authorities and survey companies.
机译:地面移动激光扫描系统提供了快速且经济高效的3D点云数据,可用于提取特征,例如沿路线走廊的道路边缘。该信息可以帮助道路当局进行沿道路网络的安全风险评估研究。道路边缘的知识也是自动估计大多数其他道路特征的先决条件。在本文中,我们提出了一种从陆地移动LiDAR数据中提取左右道路边缘的算法。该算法基于参数活动轮廓或蛇形模型的两个修改版本的新颖组合。该算法中涉及的参数是根据经验选择的,并且对于所有路段都是固定的。我们已经开发了一种基于从移动制图工具获得的导航信息初始化蛇模型的新颖方法。我们在代表农村,城市和国家主要道路路段的不同类型道路路段上测试了我们的算法。从这些多个路段环境中成功提取道路边缘,验证了我们的算法。这些发现和知识为国家道路当局和调查公司提供了宝贵的见解以及道路边缘提取工具集的原型。

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  • 作者单位

    National Centre for Geocomputation (NCC), National University of Ireland Maynooth (NUIM), Maynooth, Co. Kildare, Ireland;

    National Centre for Geocomputation (NCC), National University of Ireland Maynooth (NUIM), Maynooth, Co. Kildare, Ireland;

    National Centre for Geocomputation (NCC), National University of Ireland Maynooth (NUIM), Maynooth, Co. Kildare, Ireland;

    National Centre for Geocomputation (NCC), National University of Ireland Maynooth (NUIM), Maynooth, Co. Kildare, Ireland;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Edge; Automation; Extraction; LiDAR; Terrestrial mobile;

    机译:边缘;自动化;萃取;激光雷达地面移动;

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