Optoelectronic Technology, Volume. 42, Issue 2, 100(2022)

Monocular Vision SLAM Algorithm Based on GNSS Fusion

Dingzhou HE, Hongbin MU, Shuo WANG, Dunliang SHEN, and Yong ZHU
Author Affiliations
  • Beijing Institute of Space System Engineering,Beijing 100076,CHN
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    Figures & Tables(9)
    Schematic of the monocular vision GNSS fusion SLAM system framework
    Schematic of the back-end graph optimization model
    Schematic of several images in the KITTI sequence
    Schematic of the closed-loop map comparison without the recovery of sequence 03
    Schematic of sequence 00 trajectory and error comparison
    Schematic of sequence 02 trajectory and error comparison
    Schematic of sequence 05 trajectory and error comparison
    Schematic of sequence 07 trajectory and error comparison
    • Table 1. Visual trajectory error analysis and comparison table based on KITTI sequence

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      Table 1. Visual trajectory error analysis and comparison table based on KITTI sequence

      序列长度 / km

      关键帧

      个数/个

      单目ORB‑SLAM单目/GNSS融合SLAM

      单目/GNSS融合SLAM

      + 离线优化

      尺度误差/(%)RMSE/m尺度误差/(%)RMSE/m尺度误差/(%)RMSE/m
      003.721 5621.39410.1360.0110.5500.0030.510
      025.062 07329.792180.6339.82233.2750.0231.882
      052.219488.67725.7340.0480.5910.0420.370
      070.693909.48410.2600.1420.5550.100.450
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    Dingzhou HE, Hongbin MU, Shuo WANG, Dunliang SHEN, Yong ZHU. Monocular Vision SLAM Algorithm Based on GNSS Fusion[J]. Optoelectronic Technology, 2022, 42(2): 100

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    Paper Information

    Category: Research and Trial-manufacture

    Received: Mar. 2, 2022

    Accepted: --

    Published Online: Jul. 29, 2022

    The Author Email:

    DOI:10.19453/j.cnki.1005-488x.2022.02.004

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