Laser & Optoelectronics Progress, Volume. 58, Issue 12, 1228002(2021)

Multispectral LiDAR Point Cloud Denoising Based on Color Clustering

Xiong Cao1,2、*, Zhaoxiang Lin1、**, Shalei Song2, Binhui Wang2, Dong He2, and Zhongzheng Liu2
Author Affiliations
  • 1College of Electronics and Information Engineering, South-Central University for Nationalities, Wuhan, Hubei 430074, China
  • 2Innovation Academy for Precision Measurement Science and Technology, Chinese Academy of Sciences, Wuhan, Hubei 430071, China
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    Figures & Tables(8)
    Flow chart of algorithm
    Plane target and stereo target. (a) Standard color card; (b) colorful model of deer
    Denoising results of different algorithms. (a) Raw data; (b) denoising algorithm based on statistical filtering;(c) denoising algorithm based on monochromatic intensity clustering; (d) proposed method
    Original multispectral LiDAR point cloud
    Color clustering results. (a) First cluster obtained by color clustering of original point clouds; (b) second cluster obtained by color clustering of original point clouds; (c) third cluster obtained by color clustering of original point clouds; (d) fourth cluster obtained by color clustering of original point clouds; (e) fifth cluster obtained by color clustering of original point clouds; (f) sixth cluster obtained by color clustering of original point clouds
    Denoising result of each cluster. (a) Cluster 1; (b) cluster 2; (c) cluster 3; (d) cluster 4; (e) cluster 5
    Denoising results of different algorithms. (a) Denoising result of statistical filtering based algorithm; (b) denoising result of monochromatic intensity clustering based algorithm; (c) denoising result of proposed method
    • Table 1. Error statistics of three denoising methods

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      Table 1. Error statistics of three denoising methods

      AlgorithmEa/%Eb/%
      Statistical filtering based algorithm77.563.34
      Monochromatic clustering based algorithm28.331.58
      Proposed method7.370.74
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    Xiong Cao, Zhaoxiang Lin, Shalei Song, Binhui Wang, Dong He, Zhongzheng Liu. Multispectral LiDAR Point Cloud Denoising Based on Color Clustering[J]. Laser & Optoelectronics Progress, 2021, 58(12): 1228002

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Nov. 12, 2020

    Accepted: Jan. 20, 2021

    Published Online: Jun. 23, 2021

    The Author Email: Cao Xiong (xiongcao@mail.scuec.edu.cn), Lin Zhaoxiang (lin_zhaox@126.com)

    DOI:10.3788/LOP202158.1228002

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