Chinese Journal of Lasers, Volume. 50, Issue 6, 0610002(2023)

Single Tree Segmentation Method for Terrestrial LiDAR Point Cloud Based on Connectivity Marker Optimization

Zhenyang Hui, Na Li, Penggen Cheng*, Zhuoxuan Li, and Zhaochen Cai
Author Affiliations
  • Faculty of Geomatics, East China University of Technology, Nanchang 330013, Jiangxi, China
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    Figures & Tables(10)
    Flow diagram of proposed method
    Local extreme point detection
    Search results of local extreme points. (a) Clustering result of connectivity growth; (b) three-dimensional clustering diagram of branches and trunks; (c) clustering status of branches and trunks; (d) result of extracting tree vertices
    Schematics of density contour. (a) Schematic of under-segmented two-dimensional density contours; (b) schematic of under-segmented three-dimensional density contours
    Schematics of under-segmentation. (a) Result of low vegetation segmentation; (b) result of double tree segmentation; (c) result of three wood tree segmentation
    TLS point cloud data. (a) Sample 1; (b) sample 2; (c) sample 3
    Single tree segmentation results in this study. (a) Sample 1; (b) sample 2; (c) sample 3
    Segmentation results by different single tree segmentation methods
    Single tree extraction result of mixed woodland. (a) 3D point cloud data of mixed woodland; (b) segmentation result of proposed method
    • Table 1. Results of three single tree segmentation methods

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      Table 1. Results of three single tree segmentation methods

      SampleParameterMeanshift methodMarker-based watershed methodProposed method
      Sample 1Ccompleteness /%71.4368.5777.14
      Ccorrectness /%25.0043.6475.00
      Aaccuracy /%37.0453.3376.06
      Nref353535
      Nextr1005536
      Nmatch252427
      Sample 2Ccompleteness /%69.2373.0875.00
      Ccorrectness /%41.3844.1973.58
      Aaccuracy /%51.8055.0774.29
      Nref525252
      Nextr878653
      Nmatch363839
      Sample 3Ccompleteness /%38.7541.1245.00
      Ccorrectness /%25.4035.1058.06
      Aaccuracy /%30.6937.9350.70
      Nref808080
      Nextr1229462
      Nmatch313336
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    Zhenyang Hui, Na Li, Penggen Cheng, Zhuoxuan Li, Zhaochen Cai. Single Tree Segmentation Method for Terrestrial LiDAR Point Cloud Based on Connectivity Marker Optimization[J]. Chinese Journal of Lasers, 2023, 50(6): 0610002

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    Paper Information

    Category: remote sensing and sensor

    Received: Jan. 26, 2022

    Accepted: Jun. 7, 2022

    Published Online: Mar. 6, 2023

    The Author Email: Cheng Penggen (198560017@ecut.edu.cn)

    DOI:10.3788/CJL220535

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