• DocumentCode
    2093516
  • Title

    A Novel Technique for Robust Image Registration Using Log Polar Transform

  • Author

    Makwana, Yagnesh N. ; Somkuwar, Ajay K.

  • Author_Institution
    Dr. K.N. Modi Univ., Newai, India
  • fYear
    2012
  • fDate
    11-13 May 2012
  • Firstpage
    157
  • Lastpage
    160
  • Abstract
    This paper describes a hierarchical image registration algorithm for affine motion recovery. The algorithm estimates the affine transformation parameters necessary to register any two digital images misaligned due to rotation, scale, shear, and translation. The parameters are computed iteratively in a coarse-to-fine hierarchical framework using a variation of the Levenberg-Marquadt nonlinear least squares optimization method. This approach yields a robust solution that precisely registers images with sub pixel accuracy. A log-polar registration module is introduced to accommodate arbitrary rotation angles and a wide range of scale changes. This serves to furnish a good initial estimate for the optimization-based affine registration stage. We demonstrate the hybrid algorithm on pairs of digital images subjected to large affine motion.
  • Keywords
    affine transforms; image motion analysis; image registration; iterative methods; least squares approximations; optimisation; Levenberg-Marquadt nonlinear least square optimization method; affine motion recovery; affine transformation parameters; arbitrary rotation angles; coarse-to-fine hierarchical framework; digital images; hierarchical image registration algorithm; iterative method; log polar transform; log-polar registration module; optimization-based affine registration stage; robust image registration; subpixel accuracy; Correlation; Digital images; Image registration; Least squares approximation; Optimization; Registers; Transforms; Image Registration; Log Polar Transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication Systems and Network Technologies (CSNT), 2012 International Conference on
  • Conference_Location
    Rajkot
  • Print_ISBN
    978-1-4673-1538-8
  • Type

    conf

  • DOI
    10.1109/CSNT.2012.43
  • Filename
    6200567