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Development of a pit filling algorithm for LiDAR canopy height models

机译:LiDAR机盖高度模型的坑填充算法开发

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摘要

LiDAR canopy height models (CHMs) can exhibit unnatural looking holes or pits, i.e., pixels with a much lower digital number than their immediate neighbors. These artifacts may be caused by a combination of factors, from data acquisition to post-processing, that not only result in a noisy appearance to the CHM but may also limit semi-automated tree-crown delineation and lead to errors in biomass estimates. We present a highly effective semi-automated pit filling algorithm that interactively detects data pits based on a simple user-defined threshold, and then fills them with a value derived from their neighborhood. We briefly describe this algorithm and its graphical user interface, and show its result in a LiDAR CHM populated with data pits. This method can be rapidly applied to any CHM with minimal user interaction. Visualization confirms that our method effectively and quickly removes data pits.
机译:LiDAR冠层高度模型(CHM)可能会出现看起来不自然的孔洞或凹坑,即像素数比其直接邻居低得多的像素。这些伪影可能是由数据采集到后处理等多种因素共同导致的,不仅导致CHM出现噪点,而且可能会限制半自动树冠划分,并导致生物量估计误差。我们提出了一种高效的半自动凹坑填充算法,该算法基于简单的用户定义的阈值以交互方式检测数据凹坑,然后用从其邻域派生的值填充它们。我们简要描述了该算法及其图形用户界面,并在填充了数据凹坑的LiDAR CHM中显示了其结果。这种方法可以在用户交互最少的情况下快速应用于任何CHM。可视化确认我们的方法有效且快速地消除了数据坑。

著录项

  • 来源
    《Computers & geosciences》 |2009年第9期|1940-1949|共10页
  • 作者单位

    Department of Geography, University of Calgary, 2500 University Dr. NW, Calgary, AB, Canada T2N 1N4;

    Department of Geography, University of Calgary, 2500 University Dr. NW, Calgary, AB, Canada T2N 1N4;

    Department of Geography, University of Calgary, 2500 University Dr. NW, Calgary, AB, Canada T2N 1N4;

    Department of Geography, University of Calgary, 2500 University Dr. NW, Calgary, AB, Canada T2N 1N4;

    Departement de Geographie, Universite du Quebec a Montreal. Case postale 8888, succursale Centre-ville, Montreal (Quebec), Canada H3C 3P8;

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

    data pits; noise removal; canopy height model; interactive data language (IDL);

    机译:数据坑噪音消除;顶篷高度模型交互式数据语言(IDL);

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