Laser & Optoelectronics Progress, Volume. 58, Issue 8, 0810004(2021)

Improved Algorithm for High-Resolution Image Stitching Based on ORB Features

Tianci Liu1,2、*, Yansong Song2、**, Jinwang Li2, and Xin Zhao1
Author Affiliations
  • 1College of Electronic Information Engineering, Changchun University of Science and Technology, Changchun, Jilin 130022, China
  • 2Institute of Space Photo-Electronic Technology, Changchun University of Science and Technology, Changchun, Jilin 130022, China
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    Figures & Tables(6)
    FAST feature point detection
    Experimental test images. (a) Laboratory; (b) building
    Comparison of image stitching results. (a) ORB algorithm; (b) corresponding enlarged view of marked rectangular graph; (c) our algorithm
    • Table 1. Comparison of image stitching speed of different algorithms

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      Table 1. Comparison of image stitching speed of different algorithms

      AlgorithmExtraction time /msMatching time /ms
      (a)(b)(a)(b)
      SIFT245683497442254
      SURF8322541252719
      ORB21364549143
      Proposed2176563194
    • Table 2. Comparison of image stitching accuracy of different algorithms

      View table

      Table 2. Comparison of image stitching accuracy of different algorithms

      AlgorithmCMR /%RMSE
      (a)(b)(a)(b)
      SIFT94.7291.290.5830.596
      SURF93.2789.470.6370.651
      ORB90.8587.620.7060.719
      Proposed95.1391.830.5610.575
    • Table 3. Comparison of image stitching quality for different algorithms

      View table

      Table 3. Comparison of image stitching quality for different algorithms

      AlgorithmIE
      (a)(b)
      SIFT7.1017.533
      SURF7.0697.502
      ORB7.0257.456
      Proposed7.1387.574
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    Tianci Liu, Yansong Song, Jinwang Li, Xin Zhao. Improved Algorithm for High-Resolution Image Stitching Based on ORB Features[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810004

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    Paper Information

    Category: Image Processing

    Received: Aug. 14, 2020

    Accepted: Sep. 9, 2020

    Published Online: Apr. 12, 2021

    The Author Email: Tianci Liu (2516089598@qq.com), Yansong Song (songyansong2006@126.com)

    DOI:10.3788/LOP202158.0810004

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