Acta Optica Sinica, Volume. 37, Issue 11, 1115001(2017)

Stereo Visual Odometry Based on Motion Object Detection in the Dynamic Scene

Zhilin Lin, Guoliang Zhang*, Erliang Yao, and Hui Xu
Author Affiliations
  • Department of Control Science and Engineering, Rocket Force Engineering University, Xi'an, Shaanxi 710025, China
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    Figures & Tables(12)
    Schematic of generating the virtual map points
    (a) Schematic of the object motion vector angle; (b) corresponding result of GMM
    Diagram of the algorithm
    Results of motion object detection
    Schematic of local map
    Results of the contrast experiment on TUM dataset
    Bumblebee2 stereo camera
    Route of the moving person
    Results of online experiment based on ORB-SLAM2 method. (a) Estimated trajectory of camera; (b) error of the estimated position of camera; (c)-(h) image frames and poses of camera corresponding to position A-F
    Results of online experiment based on proposed algorithm. (a) Estimated trajectory of camera; (b) error of the estimated position of camera; (c)-(h) image frames and poses of camera corresponding to position A-F
    • Table 1. Run time of the contrast experiments on dataset

      View table

      Table 1. Run time of the contrast experiments on dataset

      OperationORB extractionPose initiationMODTrack LTrack VTotal
      Time /ms10.923.441.2716.312.5034.44
    • Table 2. Results of the contrast experiment

      View table

      Table 2. Results of the contrast experiment

      MethodORB-SLAM2 methodProposed algorithm
      Sitting_xyz0.0099210.010144
      Sitting_halfsphere0.0211150.023901
      Sitting_rpy0.0220080.018039
      Sitting_static0.0082940.008146
      Walking_xyz0.4266400.225116
      Walking_halfsphere0.4479230.042330
      Walking_rpy0.7407740.196101
      Walking_static0.1028370.012093
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    Zhilin Lin, Guoliang Zhang, Erliang Yao, Hui Xu. Stereo Visual Odometry Based on Motion Object Detection in the Dynamic Scene[J]. Acta Optica Sinica, 2017, 37(11): 1115001

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    Paper Information

    Category: Machine Vision

    Received: May. 22, 2017

    Accepted: --

    Published Online: Sep. 7, 2018

    The Author Email: Zhang Guoliang (lzl13468619594@163.com)

    DOI:10.3788/AOS201737.1115001

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