Acta Photonica Sinica, Volume. 51, Issue 11, 1110002(2022)

A Parameter-free Denoising Method for ICESat-2 Point Cloud Under Strong Noise

Xiang LIU1...2, Lihua ZHANG1,2,*, Zeyuan DAI1,2, Qiu CHEN3, and Yinfei ZHOU12 |Show fewer author(s)
Author Affiliations
  • 1Department of Military Oceanography and Hydrography & Cartography,Dalian Naval Academy,Dalian,Liaoning 116018,China
  • 2Key Laboratory of Hydrographic Surveying and Mapping of PLA,Dalian Naval Academy,Dalian,Liaoning 116018,China
  • 391001 Troops,Beijing 100071,China
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    Figures & Tables(24)
    Location of study area and distribution of data
    Photons separated by quadtree
    Tree structure of photons separated by quadtree
    Photons incorrectly separated by quadtree
    Tree structure of photons incorrectly separated by quadtree
    Photons separated by pruned quadtree
    Tree structure of photons separated by pruned quadtree
    Outlier detection by box-plot
    Initial point cloud in study area 1
    Initial point cloud in study area 2
    Denoising result of quadtree method in study area1
    Denoising result of pruned quadtree method in study area1
    Denoising result of quadtree method and second-level denoising in study area 1
    Denoising result of pruned quadtree method and second-level denoising in study area 1
    Ground curves in study area 1
    Denoising result of quadtree method in study area 2
    Denoising result of pruned quadtree method in study area 2
    Denoising result of quadtree method and second-level denoising in study area 2
    Denoising result of pruned quadtree method and second-level denoising in study area 2
    Canopy top curves in study area 2
    Ground curves in study area 2
    • Table 1. Ground accuracy evaluation in study area 1

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      Table 1. Ground accuracy evaluation in study area 1

      AlgorithmRMSE/mR2
      Quadtree method10.510.713
      Proposed method0.910.997
    • Table 2. Canopy top accuracy evaluation in study area 2

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      Table 2. Canopy top accuracy evaluation in study area 2

      AlgorithmRMSE/mR2
      Quadtree method90.170.400
      Proposed method3.560.998
    • Table 3. Ground accuracy evaluation in study area 2

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      Table 3. Ground accuracy evaluation in study area 2

      AlgorithmRMSE/mR2
      Quadtree method90.920.156
      Proposed method2.470.999
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    Xiang LIU, Lihua ZHANG, Zeyuan DAI, Qiu CHEN, Yinfei ZHOU. A Parameter-free Denoising Method for ICESat-2 Point Cloud Under Strong Noise[J]. Acta Photonica Sinica, 2022, 51(11): 1110002

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    Paper Information

    Category:

    Received: Apr. 11, 2022

    Accepted: Jun. 10, 2022

    Published Online: Dec. 13, 2022

    The Author Email: ZHANG Lihua (zlhua@163.com)

    DOI:10.3788/gzxb20225111.1110002

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