Acta Photonica Sinica, Volume. 50, Issue 4, 182(2021)

Research on Visual Odometry Based on Catadioptric Panoramic Camera

Yu ZHANG... Xiping XU, Ning ZHANG, Yaowen LÜ and Yi LU |Show fewer author(s)
Author Affiliations
  • College of Optoelectronic Engineering, Changchun University of Science and Technology, Changchun130022, China
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    Figures & Tables(11)
    Structure of catadioptric panoramic camera
    Algorithm flow
    Projection model of catadioptric panoramic camera
    Flow chart of monocular initialization for catadioptric panoramic camera
    Catadioptric panoramic camera spherical epipolar geometry
    Panoramic image feature point extration
    Mask the image and extract feature points
    Sparse point cloud and key frame trajectory graph
    Comparison of calculated trajectory and real trajectory under each sequence of Multi-FoV data set
    • Table 1. Pose trajectory error statistics

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      Table 1. Pose trajectory error statistics

      SequenceLength/mAlgorithmRMSE/mStd/m
      Urban canyon482.59Ours0.110.04
      ORB⁃SLAM20.180.10
      ORB⁃SLAM30.140.09
      DSO0.120.07
      Room9.33Ours0.0020.000 7
      ORB⁃SLAM20.0040.002 0
      ORB⁃SLAM30.0040.002 0
      DSO0.0200.009 0
    • Table 2. Tracking result statistics

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      Table 2. Tracking result statistics

      AlgorithmSpeed(×2)Speed(×3)Speed(×4)Speed(×5)
      Ours
      ORB⁃SLAM2×
      ORB⁃SLAM3×
      DSO××
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    Yu ZHANG, Xiping XU, Ning ZHANG, Yaowen LÜ, Yi LU. Research on Visual Odometry Based on Catadioptric Panoramic Camera[J]. Acta Photonica Sinica, 2021, 50(4): 182

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    Paper Information

    Category: Machine Vision

    Received: Oct. 27, 2020

    Accepted: Dec. 28, 2020

    Published Online: May. 11, 2021

    The Author Email:

    DOI:10.3788/gzxb20215004.0415002

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