• Laser & Optoelectronics Progress
  • Vol. 58, Issue 4, 0428001-1 (2021)
Jingtao Shao1、2、3, Changqing Du1、2、3、*, and Bin Zou1、2、3
Author Affiliations
  • 1Hubei Key Laboratory of Advanced Technology for Automotive Components, Wuhan University of Technology, Wuhan, Hubei 430070, China
  • 2Hubei Collaborative Innovation Center for Automotive Components Technology, Wuhan University of Technology, Wuhan, Hubei 430070, China
  • 3Hubei Research Center for New Energy & Intelligent Connected Vehicle, Wuhan University of Technology, Wuhan, Hubei 430070, China
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    DOI: 10.3788/LOP202158.0428001 Cite this Article Set citation alerts
    Jingtao Shao, Changqing Du, Bin Zou. Lidar Ground Segmentation Method Based on Point Cloud Cluster Combination Feature[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0428001-1 Copy Citation Text show less
    Flowchart of proposed method
    Fig. 1. Flowchart of proposed method
    Schematic of fan grid
    Fig. 2. Schematic of fan grid
    Schematic of eigenvalue analysis. (a) λmax>λmiddle≈λmin; (b) λmax≈λmiddle>λmin; (c) λmax≈λmiddle≈λmin
    Fig. 3. Schematic of eigenvalue analysis. (a) λmax>λmiddleλmin; (b) λmaxλmiddle>λmin; (c) λmaxλmiddleλmin
    Schematic of gradient inspection process in radial direction
    Fig. 4. Schematic of gradient inspection process in radial direction
    New start grid determination method
    Fig. 5. New start grid determination method
    Smoothing process
    Fig. 6. Smoothing process
    Test results of simple rough road surface under different methods. (a) Ref. [13]; (b) Ref. [9]; (c) proposed method
    Fig. 7. Test results of simple rough road surface under different methods. (a) Ref. [13]; (b) Ref. [9]; (c) proposed method
    Test results of slope pavement under different methods. (a) Ref. [13]; (b) Ref. [16]; (c) proposed method
    Fig. 8. Test results of slope pavement under different methods. (a) Ref. [13]; (b) Ref. [16]; (c) proposed method
    The test results of multi-obstacle pavement under different methods. (a) Ref. [13]; (b) Ref. [16]; (c) proposed method
    Fig. 9. The test results of multi-obstacle pavement under different methods. (a) Ref. [13]; (b) Ref. [16]; (c) proposed method
    SceneMethodTPR /%FPR /%Consuming time /ms
    Simple rough roadProposed method99.930.0125
    Ref.[13]95.210.4930
    Ref.[9]90.205.8226
    Complex slope roadProposed method98.700.5327
    Ref.[16]96.832.1732
    Ref.[13]87.646.5930
    Multiple obstacle roadProposed method97.500.7227
    Ref.[16]93.103.2431
    Ref.[13]90.838.5731
    Table 1. Ground segmentation effect of each method in different scenes
    Jingtao Shao, Changqing Du, Bin Zou. Lidar Ground Segmentation Method Based on Point Cloud Cluster Combination Feature[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0428001-1
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