Opto-Electronic Engineering, Volume. 51, Issue 3, 230188-1(2024)

Identification of salt marsh vegetation "fairy circles" using random forest method and spatial-spectral data of unmanned aerial vehicle LiDAR

Jiangtao Han... Kai Tan*, Weiguo Zhang, Ruotong Zhou and Shuai Liu |Show fewer author(s)
Author Affiliations
  • State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai 200241, China
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    Figures & Tables(8)
    (a, b) Overview of the study area; (c, d) Orthophoto of the study area
    "Fairy circle" and normal vegetation identification technology route based on random forest algorithm
    Schematic diagram of the random forest algorithm
    (a) Original intensity, and (b) corrected intensity, where the red box represents the training set and the orange box represents the replacement training set
    (a) Extracted result obtained by reference [13]; (b) Extracted result obtained by the proposed method; (c) Extracted result obtained by the proposed method without geometric features; (d) Extracted result obtained by the proposed method without spatial coordinates; (e) Extracted result obtained by the proposed method without corrected intensity
    • Table 1. Point cloud features in random forests

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      Table 1. Point cloud features in random forests

      特征含义
      X点云数据x坐标
      Y点云数据y坐标
      Z点云数据z坐标
      校正强度式(1)校正后的强度值
      粗糙度该点与最近邻最佳拟合平面之间的距离
      密度指定半径内包含的邻域点数量
      全方差L1L2L33
      特征熵(L1ln(L1)+L2ln(L2)+L3ln(L3))
      各向异性L1L3/L1
      垂直度1|Z,e3|
      第三特征值L3
    • Table 2. Results comparison between the proposed method and that in reference [13]

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      Table 2. Results comparison between the proposed method and that in reference [13]

      方法总体精度/%漏分率/%误分率/%
      随机森林方法83.9014.291.81
      文献[13]方法77.5518.823.63
    • Table 3. Results of the ablation study

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      Table 3. Results of the ablation study

      消融实验训练集精度/%测试集精度/%
      去除几何参量93.5790.65
      去除空间坐标96.7193.67
      去除校正强度98.6496.51
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    Jiangtao Han, Kai Tan, Weiguo Zhang, Ruotong Zhou, Shuai Liu. Identification of salt marsh vegetation "fairy circles" using random forest method and spatial-spectral data of unmanned aerial vehicle LiDAR[J]. Opto-Electronic Engineering, 2024, 51(3): 230188-1

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    Paper Information

    Category: Article

    Received: Jul. 27, 2023

    Accepted: Nov. 23, 2023

    Published Online: Jul. 8, 2024

    The Author Email: Tan Kai (谭凯)

    DOI:10.12086/oee.2024.230188

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