• Chinese Journal of Lasers
  • Vol. 48, Issue 16, 1610005 (2021)
Zhu Wang1、2, Zhi Wang1、2、*, Xu Zhang1、2, Can Cui1、2, and Jian Wang1、2
Author Affiliations
  • 1School of Science, Beijing Jiaotong University, Beijing 100044, China
  • 2Key Laboratory of Luminescence and Optical Information Technology of Ministry of Education, Beijing Jiaotong University, Beijing 100044, China
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    DOI: 10.3788/CJL202148.1610005 Cite this Article Set citation alerts
    Zhu Wang, Zhi Wang, Xu Zhang, Can Cui, Jian Wang. Adaptive Threshold Clustering Segmentation Method Based on Two-Dimensional Lidar[J]. Chinese Journal of Lasers, 2021, 48(16): 1610005 Copy Citation Text show less
    Point cloud diagram of the indoor obstacles
    Fig. 1. Point cloud diagram of the indoor obstacles
    Principle of the two-dimensional lidar data acquisition
    Fig. 2. Principle of the two-dimensional lidar data acquisition
    Model of the distance resolution threshold
    Fig. 3. Model of the distance resolution threshold
    Data distribution density of the lidar
    Fig. 4. Data distribution density of the lidar
    Environment of the indoor clustering experiment
    Fig. 5. Environment of the indoor clustering experiment
    Clustering results of different methods (indoor). (a) Original data; (b) linear threshold method; (c) improved DBSCAN algorithm; (d) our method
    Fig. 6. Clustering results of different methods (indoor). (a) Original data; (b) linear threshold method; (c) improved DBSCAN algorithm; (d) our method
    Environment of the outdoor clustering experiment
    Fig. 7. Environment of the outdoor clustering experiment
    Clustering results of different methods (outdoor). (a) Original data; (b) linear threshold method; (c) improved DBSCAN method; (d) our method
    Fig. 8. Clustering results of different methods (outdoor). (a) Original data; (b) linear threshold method; (c) improved DBSCAN method; (d) our method
    MethodSuccess rate /%Over segmentation /%Under segmentation /%Time(10 frame) /s
    Linear threshold method79.2013.306.440.526534
    Improved DBSCAN method85.635.289.091.209348
    Ours92.233.234.540.527302
    Table 1. Performance of 3 clustering methods
    Zhu Wang, Zhi Wang, Xu Zhang, Can Cui, Jian Wang. Adaptive Threshold Clustering Segmentation Method Based on Two-Dimensional Lidar[J]. Chinese Journal of Lasers, 2021, 48(16): 1610005
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