Acta Optica Sinica, Volume. 41, Issue 15, 1515002(2021)

Stereo Visual Odometry Based on Ring Feature Matching

Ping Huang, Zhen Cao*, and Huan Wang
Author Affiliations
  • College of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin, Heilongjiang 150001, China
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    Figures & Tables(14)
    Algorithm architecture
    Pyramid optical flow method
    Ring matching with bidirectional optical flow method
    Extracting new feature point with masks
    3D-2D point projection
    Relationship between camera coordinate system and image coordinate system
    Basic stereo matching results
    Proposed matching algorithm
    Feature points retained by ring matching
    Extracting new feature points without mask
    Extracting new feature points under masks
    Comparison of the number of feature points
    Algorithm trajectory. (a) Top view; (b) xyz axis coordinate decomposition value
    • Table 1. Comparison of RMSE, MEAN, STD between the trajectory estimated by ours, ORB-SLAM2, and Algorithm A and the real trajectory

      View table

      Table 1. Comparison of RMSE, MEAN, STD between the trajectory estimated by ours, ORB-SLAM2, and Algorithm A and the real trajectory

      SequenceRMSE /mMEAN /mSTD /m
      OursORB-SLAM2Algorithm AOursORB-SLAM2Algorithm AOursORB-SLAM2Algorithm A
      001.2921.3195.2481.1511.1894.6960.5870.5712.343
      0110.06210.58133.9389.57310.01828.2573.0973.40618.797
      025.6606.16911.3654.7985.14210.3323.0023.4084.733
      030.6310.6841.0310.5340.59900.9090.3360.3460.486
      040.2240.2150.4950.2150.2030.4260.0650.0720.207
      050.7150.6774.2070.6480.6023.0610.2990.3082.885
      060.6360.7602.8390.5960.7102.5330.2220.2711.272
      070.5340.9703.6550.5020.8963.0790.1830.3711.971
      083.2103.88213.0012.9253.51412.5551.3221.6522.594
      091.6642.7504.6681.5202.2363.5610.6761.6013.018
      100.9761.0282.8170.8840.9252.6280.4130.4491.013
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    Ping Huang, Zhen Cao, Huan Wang. Stereo Visual Odometry Based on Ring Feature Matching[J]. Acta Optica Sinica, 2021, 41(15): 1515002

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    Paper Information

    Category: Machine Vision

    Received: Jan. 9, 2021

    Accepted: Mar. 9, 2021

    Published Online: Aug. 30, 2021

    The Author Email: Cao Zhen (75306846@qq.com)

    DOI:10.3788/AOS202141.1515002

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