Acta Optica Sinica, Volume. 42, Issue 24, 2401007(2022)

Lidar Point Cloud Descriptor with Rotation and Translation Invariance in Dynamic Environment

Yaohui Chang, Niansheng Chen, Lei Rao*, Songlin Cheng, Guangyu Fan, Xiaoyong Song, and Dingyu Yang
Author Affiliations
  • Laboratory of Robot and Intelligent Technology, Shanghai DianJi University, Shanghai 201306, China
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    Figures & Tables(11)
    Workflow of proposed algorithm
    Curved voxel structure
    Comparison of results before and after point cloud processing. (a) Original cloud; (b) result after segmentation and dynamic target elimination
    Schematic diagram of point cloud coordinate system before and after correction. (a) Before correction; (b) after correction
    Schematic diagram of descriptor center calculation
    Schematic diagram of descriptor drawing. (a) Descriptor drawing; (b) descriptor Ω
    Comparison of invariance performance. (a) Rotation; (b) translation; (c) rotation+translation
    Precision-recall curves for four different sequences. (a) KITTI 00; (b) KITTI 02; (c) KITTI 05; (d) KITTI 08
    Precision-recall curves for two different sequences. (a) KITTI 00; (b) KITTI 08
    • Table 1. Recall values of each algorithm at 100% precision

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      Table 1. Recall values of each algorithm at 100% precision

      SequenceISCSCProposed
      KITTI 0088.586.790.3
      KITTI 0251.639.563.9
      KITTI 0587.683.890.6
      KITTI 0836.428.553.6
    • Table 2. Average running time of different algorithms unit: ms

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      Table 2. Average running time of different algorithms unit: ms

      AlgorithmGetting descriptorMatchingSum
      Proposed1.7312.7914.52
      ISC1.5815. 0916.67
      SC22.1373.0195.14
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    Yaohui Chang, Niansheng Chen, Lei Rao, Songlin Cheng, Guangyu Fan, Xiaoyong Song, Dingyu Yang. Lidar Point Cloud Descriptor with Rotation and Translation Invariance in Dynamic Environment[J]. Acta Optica Sinica, 2022, 42(24): 2401007

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    Paper Information

    Category: Atmospheric Optics and Oceanic Optics

    Received: May. 11, 2022

    Accepted: Jul. 11, 2022

    Published Online: Dec. 14, 2022

    The Author Email: Lei Rao (raol@sdju.edu.cn)

    DOI:10.3788/AOS202242.2401007

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