Laser & Optoelectronics Progress, Volume. 56, Issue 1, 011006(2019)

Image Registration Method Based on Accelerated Segmentation Feature Optimization

Jia Li, Ping Duan*, Yongxiang Yao, and Feng Cheng
Author Affiliations
  • College of Tourism and Geographical Sciences, Yunnan Normal University, Kunming, Yunnan 650500, China
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    Figures & Tables(12)
    Template for corner detection based on Bresenham circle
    Skewed edge pseudo corner. (a) Edge; (b) decision circle of p; (c) detection result of p
    Image pyramid
    Sampling points of FREAK descriptor
    Image registration frame diagram of FAST combined with FREAK
    Rotation transformation
    Scale transformation
    Light transformation
    View transformation
    Image mosaic results
    • Table 1. Reprojection error of homography pixel

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      Table 1. Reprojection error of homography pixel

      Reprojection errorRegistration method
      SIFT algorithmBRIEF algorithmFREAK algorithmProposed algorithm
      Number of originalimage keypoints10578531650482696
      Number of registeredimage keypoints11985467247492392
      Matching pairs2189572667144
      Inner points1507437649117
      Total projection error1592989.8051488.871116.729
      Mean projection error1.05642.26502.29410.9976
    • Table 2. Running time of each phase of registrationms

      View table

      Table 2. Running time of each phase of registrationms

      RegistrationalgorithmKeypointextractionFeaturedescriptionFeaturematchingImageregistrationWholeprocess
      SIFT algorithm0.3506141.0876532.04580.5089463.993013
      BRIEF algorithm0.0320610.8701681.05380.4697652.49071
      FREAK algorithm0.0314930.3531481.00490.4229042.07261
      Proposed algorithm0.4688600.2071200.48780.2870491.90601
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    Jia Li, Ping Duan, Yongxiang Yao, Feng Cheng. Image Registration Method Based on Accelerated Segmentation Feature Optimization[J]. Laser & Optoelectronics Progress, 2019, 56(1): 011006

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    Paper Information

    Category: Image Processing

    Received: May. 18, 2018

    Accepted: Jul. 24, 2018

    Published Online: Aug. 1, 2019

    The Author Email: Ping Duan (dpgiser@163.com)

    DOI:10.3788/LOP56.011006

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