Laser & Optoelectronics Progress, Volume. 62, Issue 4, 0415004(2025)

Simultaneous Localization and Mapping Method for LiDAR and IMU Using Surface Features

Liping Chai1、*, Weidong Wang1, Chenyang Li1, Likai Zhu2, and Yue Li2
Author Affiliations
  • 1School of Mechanical Engineering, Hefei University of Technology, Hefei 230009, Anhui , China
  • 2Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei 230031, Anhui , China
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    Figures & Tables(13)
    Overall framework of the proposed algorithm
    Curved surface diagrams
    Diagrams of the feature points extracted from the KITTI dataset. (a) Real scene; (b) LIO-SAM; (c) proposed algorithm
    Diagrams of the feature points extracted from the self collected dataset. (a) Real scene; (b) LIO-SAM; (c) proposed algorithm
    Feature matching diagrams. (a) Only use corner and plane points; (b) add surface points
    Data collection platform
    Satellite map of the experimental area
    Global trajectory diagrams of the KITTI05 dataset
    Global trajectory diagrams of the KITTI10 dataset
    Curve comparison of the absolute trajectory error. (a) KITTI05; (b) KITTI07; (c) KITTI10
    Comparison of mapping effects on self collected datasets. (a) LIO-SAM; (b) proposed algorithm
    • Table 1. ATE statistics for the algorithms on the KITTI dataset

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      Table 1. ATE statistics for the algorithms on the KITTI dataset

      SequenceAlgorithmMaxMeanMinRMSE
      05LIO-SAM9.6543572.5847780.8019153.124852
      Proposed algorithm10.0024452.1867790.5190292.707850
      07LIO-SAM2.0260600.8856000.0327361.000431
      Proposed algorithm1.6437630.7908740.2108020.898869
      10LIO-SAM3.8887551.7029930.4828301.975559
      Proposed algorithm4.2901291.6181690.2104701.958806
    • Table 2. Statistical table of the number of point clouds in the neighborhood

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      Table 2. Statistical table of the number of point clouds in the neighborhood

      AlgorithmMaxMeanMinRMS
      LIO-SAM539149.45971180.4985
      Proposed algorithm683159.68691192.9007
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    Liping Chai, Weidong Wang, Chenyang Li, Likai Zhu, Yue Li. Simultaneous Localization and Mapping Method for LiDAR and IMU Using Surface Features[J]. Laser & Optoelectronics Progress, 2025, 62(4): 0415004

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    Paper Information

    Category: Machine Vision

    Received: Apr. 24, 2024

    Accepted: Jul. 1, 2024

    Published Online: Mar. 3, 2025

    The Author Email:

    DOI:10.3788/LOP241163

    CSTR:32186.14.LOP241163

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