• Laser & Optoelectronics Progress
  • Vol. 56, Issue 22, 221504 (2019)
Changwei Miao*, Zhirong Tang, and Yingjie Tang
Author Affiliations
  • College of Nuclear Technology and Automation Engineering, Chengdu University of Technology, Chengdu, Sichuan 610059, China
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    DOI: 10.3788/LOP56.221504 Cite this Article Set citation alerts
    Changwei Miao, Zhirong Tang, Yingjie Tang. Three-Dimensional Point Cloud Registration Based on Maximum Sum of Squares of Correlation Coefficients[J]. Laser & Optoelectronics Progress, 2019, 56(22): 221504 Copy Citation Text show less
    Flowchart of our algorithm
    Fig. 1. Flowchart of our algorithm
    Initial state of point cloud for Bunny. (a) With white Gaussian noise; (b) without white Gaussian noise
    Fig. 2. Initial state of point cloud for Bunny. (a) With white Gaussian noise; (b) without white Gaussian noise
    Registration effect of each algorithm for Bunny point cloud. (a) MCC; (b) ICP; (c) Scale-ICP; (d) CPD
    Fig. 3. Registration effect of each algorithm for Bunny point cloud. (a) MCC; (b) ICP; (c) Scale-ICP; (d) CPD
    Initial state of point cloud for mechanical device. (a) Point cloud to be registered; (b) target point cloud
    Fig. 4. Initial state of point cloud for mechanical device. (a) Point cloud to be registered; (b) target point cloud
    Registration effect of each algorithm of point cloud for mechanical device. (a) MCC; (b) ICP; (c) Scale-ICP; (d) CPD
    Fig. 5. Registration effect of each algorithm of point cloud for mechanical device. (a) MCC; (b) ICP; (c) Scale-ICP; (d) CPD
    AlgorithmTime /sRMSE /mm
    MCC7.60.2240
    ICP174.50.2239
    Scale-ICP8.50.2346
    CPD135.00.3654
    Table 1. Registration time and error of each algorithm for Bunny point cloud
    AlgorithmTime /sRMSE /mm
    MCC6.90.3508
    ICP76.30.3500
    Scale-ICP5.620.7587
    CPD108.63.0992
    Table 2. Registration time and error of each algorithm for mechanical device
    Changwei Miao, Zhirong Tang, Yingjie Tang. Three-Dimensional Point Cloud Registration Based on Maximum Sum of Squares of Correlation Coefficients[J]. Laser & Optoelectronics Progress, 2019, 56(22): 221504
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