Laser & Optoelectronics Progress, Volume. 57, Issue 12, 121014(2020)

Image Registration Algorithm for Optimizing Grid Motion Statistics

Qianghan Jia1, Zhifeng Zhou1、*, and Liduan Wang2
Author Affiliations
  • 1Faculty of Mechanical and Automotive Engineering, Shanghai University of Engineering Science, Shanghai 201620, China
  • 2Shanghai Sinan Satellite Navigation Technology Co., Ltd., Shanghai 201801, China
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    Figures & Tables(8)
    Feature distribution of correct matching and wrong matching
    Generation of multi-region
    Distribution of neighborhood scores of correct and incorrect matches
    Gaussian scorer. (a) Grid coordinates; (b) weight matrix; (c) normalization
    Five groups of test images. (a) Close view; (b) illumination; (c) far view; (d) large rotation angle; (e) less texture
    Matching results of GMS and our algorithm. (a) Close view; (b) illumination; (c) far view; (d) large rotation angle; (e) less texture
    • Table 1. Matching logarithm and running time of two algorithms

      View table

      Table 1. Matching logarithm and running time of two algorithms

      ImageAlgorithmRoughmatch pairRefinedmatch pairTime /s
      Fig.5(a)GMS1000030640.043
      ours1000036370.045
      Fig.5(b)GMS1000022670.035
      ours1000028710.039
      Fig.5(c)GMS1000033340.042
      ours1000040160.045
      Fig.5(d)GMS1000046840.049
      ours1000047920.053
      Fig.5(e)GMS1000031060.044
      ours1000036110.047
    • Table 2. Matching accuracy of different algorithmsunit: %

      View table

      Table 2. Matching accuracy of different algorithmsunit: %

      AlgorithmImage
      Fig.5(a)Fig.5(b)Fig.5(c)
      SIFT+RANSAC97.3397.6696.45
      SURF+RANSAC94.6196.3495.71
      ORB+RANSAC92.4596.2894.63
      BRISK+RANSAC91.3495.9394.32
      Our algorithm97.8598.6396.61
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    Qianghan Jia, Zhifeng Zhou, Liduan Wang. Image Registration Algorithm for Optimizing Grid Motion Statistics[J]. Laser & Optoelectronics Progress, 2020, 57(12): 121014

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    Paper Information

    Category: Image Processing

    Received: Sep. 5, 2019

    Accepted: Nov. 2, 2019

    Published Online: Jun. 3, 2020

    The Author Email: Zhou Zhifeng (zhousjtu@126.com)

    DOI:10.3788/LOP57.121014

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