Laser & Optoelectronics Progress, Volume. 61, Issue 14, 1437009(2024)

Feature Matching Method Combining Adaptive Keyframe Strategy with Motion Information

Linbin Wu, Yunfeng Cao*, and Ning Ma
Author Affiliations
  • College of Astronautics, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, Jiangsu, China
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    Figures & Tables(11)
    Overview of the proposed method
    Schematic of the public viewing region of the image after corresponding motion. (a) Public viewing region after pitching motion; (b) public viewing region after yaw motion; (c) public viewing region after rolling motion; (d) public viewing region after three-axis translation
    Schematic of the improved ORB feature extraction method
    Three-axis inertial translation from IMU measurements
    Three-axis inertial rotation from IMU measurements
    Normalized imaging clarity index
    Results of the keyframes extracted by the proposed method and traditional feature point parallax method
    Matching results on MH_04_difficult sequence of EuRoC dataset. (a) Matching results of the proposed method; (b) matching results of the traditional ORB feature method
    Matching results on V2_03_difficult sequence of EuRoC dataset. (a) Matching results of the proposed method; (b) matching results of the traditional ORB feature method
    • Table 1. Part of the image frame information in the MH_04_difficult sequence of the EuRoC dataset

      View table

      Table 1. Part of the image frame information in the MH_04_difficult sequence of the EuRoC dataset

      Frame groupFrameTimestampFrame time /sTime difference /s
      1Reference140363815349509708826.250.50
      Current140363815399509708826.75
      2Reference140363816349509708836.251.00
      Current140363816449509708837.25
      3Reference140363819899509708871.750.75
      Current140363819974509696072.50
      4Reference140363820074509696073.500.50
      Current140363820124509696074.00
      5Reference140363820974509696082.500.75
      Current140363821049509708883.25
    • Table 2. Part of the image frame information in the V2_03_difficult sequence of the EuRoC dataset

      View table

      Table 2. Part of the image frame information in the V2_03_difficult sequence of the EuRoC dataset

      Frame groupFrameTimestampFrame time /sTime difference /s
      1Reference141339489675576038415.250.75
      Current141339489750576051216.00
      2Reference141339490000576051218.500.75
      Current141339490075576038419.25
      3Reference141339491625576038434.500.25
      Current141339491655576038434.75
      4Reference141339494545576038457.000.50
      Current141339494595576038457.50
      5Reference141339499325576038493.100.50
      Current141339499375576038493.60
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    Linbin Wu, Yunfeng Cao, Ning Ma. Feature Matching Method Combining Adaptive Keyframe Strategy with Motion Information[J]. Laser & Optoelectronics Progress, 2024, 61(14): 1437009

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    Paper Information

    Category: Digital Image Processing

    Received: Nov. 29, 2023

    Accepted: Dec. 28, 2023

    Published Online: Jul. 11, 2024

    The Author Email: Yunfeng Cao (cyfac@nuaa.edu.cn)

    DOI:10.3788/LOP232578

    CSTR:32186.14.LOP232578

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