Acta Optica Sinica, Volume. 37, Issue 12, 1210003(2017)

Three-Dimensional Point Cloud Compression Algorithm Based on Improved Octree

Yuan Huang1,2、*, Feipeng Da1,2, and Lin Tang1
Author Affiliations
  • 1 School of Automation, Southeast University, Nanjing, Jiangsu 210096, China
  • 2 Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, Nanjing, Jiangsu 210096, China
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    Figures & Tables(10)
    Flowchart of the proposed algorithm
    Bounding box schematic and local enlargement details. (a) Bounding box schematic of kettle model; (b) local enlargement details of kettle model; (c) bounding box schematic of bunny model; (d) local enlargement details of bunny model
    Octree segmentation, each voxel containing at least one point. (a) n=1, Pvoxel=9; (b) n=2, Pvoxel=40; (c) n=3, Pvoxel=137; (d) n=4, Pvoxel=435; (e)n=5, Pvoxel=1426; (f) n=6, Pvoxel=4815; (g) n=7, Pvoxel=15845; (h) n=8, Pvoxel=45859
    Mask architecture of two layer octree
    Detail encoding of point position
    Point cloud models used in experiment. (a) Bunny model, point is 31607; (b) cat model, point is 10000; (c) kettle model, point is 19062; (d) face model, point is 46111; (e) plastic model, point is 24673
    Results of removing outliers. (a) Initial data; (b) point cloud data after removing outliers; (c) removed outliers
    Decompression schematic of bunny model. (a) Bunny model before decompression; (b) local amplification details of Fig. (a); (c) decompression result when t=0.25; (d) local amplification details of Fig. (c); (e) decompression result when t=0.005; (f) local amplification details of Fig. (e)
    Comparison of compression ratio and compression time
    • Table 1. Octree segmentation

      View table

      Table 1. Octree segmentation

      ModelλNumber of pliest
      Kettle0.0018070.0042
      Plastic0.0018380.0050
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    Yuan Huang, Feipeng Da, Lin Tang. Three-Dimensional Point Cloud Compression Algorithm Based on Improved Octree[J]. Acta Optica Sinica, 2017, 37(12): 1210003

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    Paper Information

    Category: Image Processing

    Received: Jul. 3, 2017

    Accepted: --

    Published Online: Sep. 6, 2018

    The Author Email: Huang Yuan (whhbb@163.com)

    DOI:10.3788/AOS201737.1210003

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