• Laser & Optoelectronics Progress
  • Vol. 56, Issue 9, 091403 (2019)
Weiqing Xu*, Xijiang Chen, Guang Zhang, and Qiaoqiao Yuan
Author Affiliations
  • School of Resources and Environmental Engineering Wuhan University of Technology, Wuhan, Hubei 430000, China
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    DOI: 10.3788/LOP56.091403 Cite this Article Set citation alerts
    Weiqing Xu, Xijiang Chen, Guang Zhang, Qiaoqiao Yuan. Method for Extraction of Feature Lines of Three-Dimensional Laser Point Cloud Based on Gaussian Map[J]. Laser & Optoelectronics Progress, 2019, 56(9): 091403 Copy Citation Text show less
    Flow chart of algorithm
    Fig. 1. Flow chart of algorithm
    Recursive process of Kd-tree
    Fig. 2. Recursive process of Kd-tree
    Gauss map of surface ∑
    Fig. 3. Gauss map of surface ∑
    Neighborhood normal vector projection of certain target point
    Fig. 4. Neighborhood normal vector projection of certain target point
    Distribution law of Guassian map points. (a) Point clustering; (b) linear clustering; (c) surface clustering
    Fig. 5. Distribution law of Guassian map points. (a) Point clustering; (b) linear clustering; (c) surface clustering
    Extraction effect comparison of feature lines of regular point clouds by different algorithms. (a) Simplified point cloud; (b) proposed algorithm; (c) method in Ref. [9]; (d) method in Ref. [10]
    Fig. 6. Extraction effect comparison of feature lines of regular point clouds by different algorithms. (a) Simplified point cloud; (b) proposed algorithm; (c) method in Ref. [9]; (d) method in Ref. [10]
    Extraction effect comparison of feature lines of irregular point clouds by different algorithms. (a) Simplified point cloud; (b) proposed algorithm; (c) method in Ref. [9]; (d) method in Ref. [10]
    Fig. 7. Extraction effect comparison of feature lines of irregular point clouds by different algorithms. (a) Simplified point cloud; (b) proposed algorithm; (c) method in Ref. [9]; (d) method in Ref. [10]
    Sculpture pointcloud modelOriginal pointnumberFeaturepoint numberRunningtime /s
    Proposedalgorithm48238685510
    Method inRef. [9]48238609925
    Method inRef. [10]48238623619
    Table 1. Feature point extraction and running time of feature points of sculpture model in Fig. 7
    Weiqing Xu, Xijiang Chen, Guang Zhang, Qiaoqiao Yuan. Method for Extraction of Feature Lines of Three-Dimensional Laser Point Cloud Based on Gaussian Map[J]. Laser & Optoelectronics Progress, 2019, 56(9): 091403
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