• DocumentCode
    2851150
  • Title

    Robust image registration using log-polar transform

  • Author

    Wolberg, George ; Zokai, Siavash

  • Author_Institution
    Dept. of Comput. Sci., City Coll. of New York, NY, USA
  • Volume
    1
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    493
  • 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 subpixel 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
    image registration; iterative methods; least squares approximations; motion estimation; optimisation; parameter estimation; transforms; Levenberg-Marquadt nonlinear least squares optimization method; affine motion; affine motion recovery; affine transformation parameters; coarse-to-fine hierarchical framework; digital images; hierarchical image registration algorithm; hybrid algorithm; log-polar registration module; log-polar transform; misalignment; optimization-based affine registration stage; robust image registration; robust solution; rotation; scale; shear; translation; Computer science; Digital images; Fourier transforms; Image registration; Least squares approximation; Least squares methods; Optimization methods; Parameter estimation; Registers; Robustness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2000. Proceedings. 2000 International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-6297-7
  • Type

    conf

  • DOI
    10.1109/ICIP.2000.901003
  • Filename
    901003