Laser & Optoelectronics Progress, Volume. 58, Issue 24, 2428005(2021)

Obstacle Detection of Lidar Based on Improved DBSCAN Algorithm

Changyong Zhang, Zhihua Chen*, and Liang Han
Author Affiliations
  • College of Electronic Information and Automation, Civil Aviation University of China, Tianjin 300300, China
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    Figures & Tables(8)
    Division diagram of XOY plane
    Division diagram of sector region
    Scan diagram of 3D lidar
    Flow chart of obstacle detection
    Extraction process of ROI. (a) Road-boundary detection; (b) data extraction of ROI
    Separation between ground points and non-ground points. (a) Ground points; (b) non-ground points
    Experiment of multi-target obstacle detection. (a) Data collection scene; (b) effect diagram of traditional algorithm; (c) effect diagram of improved algorithm
    • Table 1. Performance comparison between traditional and improved DBSCAN algorithms

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      Table 1. Performance comparison between traditional and improved DBSCAN algorithms

      AlgorithmPositive recognitionError recognitionMissed recognitionPositive recognition rate /%Average time /s
      Traditional DBSCAN algorithm5374321667.461.32
      Improved DBSCAN algorithm693822187.060.14
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    Changyong Zhang, Zhihua Chen, Liang Han. Obstacle Detection of Lidar Based on Improved DBSCAN Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(24): 2428005

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Jan. 21, 2021

    Accepted: Mar. 3, 2021

    Published Online: Dec. 3, 2021

    The Author Email: Zhihua Chen (ChenZhihuaCAUC@163.com)

    DOI:10.3788/LOP202158.2428005

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