• Laser & Optoelectronics Progress
  • Vol. 58, Issue 24, 2428005 (2021)
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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    DOI: 10.3788/LOP202158.2428005 Cite this Article Set citation alerts
    Changyong Zhang, Zhihua Chen, Liang Han. Obstacle Detection of Lidar Based on Improved DBSCAN Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(24): 2428005 Copy Citation Text show less
    Division diagram of XOY plane
    Fig. 1. Division diagram of XOY plane
    Division diagram of sector region
    Fig. 2. Division diagram of sector region
    Scan diagram of 3D lidar
    Fig. 3. Scan diagram of 3D lidar
    Flow chart of obstacle detection
    Fig. 4. Flow chart of obstacle detection
    Extraction process of ROI. (a) Road-boundary detection; (b) data extraction of ROI
    Fig. 5. 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
    Fig. 6. 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
    Fig. 7. Experiment of multi-target obstacle detection. (a) Data collection scene; (b) effect diagram of traditional algorithm; (c) effect diagram of improved algorithm
    AlgorithmPositive recognitionError recognitionMissed recognitionPositive recognition rate /%Average time /s
    Traditional DBSCAN algorithm5374321667.461.32
    Improved DBSCAN algorithm693822187.060.14
    Table 1. Performance comparison between traditional and improved DBSCAN algorithms
    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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