• DocumentCode
    2131712
  • Title

    Fast block matching algorithms using frequency domain

  • Author

    Aboutajdine, Driss ; Essannouni, Fedwa

  • Author_Institution
    Lab. associe au CNRST, Univ. Mohamed V-Agdal, Rabat, Morocco
  • fYear
    2011
  • fDate
    7-9 April 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Translational template matching addresses the registration problem and has long been a problem of interest in such areas as video compression, robot vision, and biomedical engineering. In this paper, we will present new fast algorithms developed in our group for template and block matching purposes using either second or higher order statistics. Fast Fourier transforms (FFTs) have been called one of the ten most important algorithms of the twentieth century. Using some substitutions and complex arithmetic, computation of the sum square differences sum absolute difference and sum fourth order moment are derived to be correlation functions of substituting functions. The former can be computed using the fast Fourier transform (FFT) approach, which is greatly less computationally expensive than the direct computation. The performance of the proposed methods, as well as some illustrative comparisons with other matching algorithms in the literature, are verified through simulations. The algorithm based on the higher order moment is seen to have better performance in terms of fastness and robustness even in low SNR meanwhile the extra computational cost is negligible.
  • Keywords
    fast Fourier transforms; frequency-domain analysis; higher order statistics; image matching; biomedical engineering; fast Fourier transform; fast block matching algorithm; frequency domain; higher order moment; higher order statistics; registration problem; robot vision; second order statistics; sum absolute difference; sum fourth order moment; sum square differences; translational template matching; video compression; Correlation; Cost function; Frequency domain analysis; Manganese; Motion estimation; Noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Computing and Systems (ICMCS), 2011 International Conference on
  • Conference_Location
    Ouarzazate
  • ISSN
    Pending
  • Print_ISBN
    978-1-61284-730-6
  • Type

    conf

  • DOI
    10.1109/ICMCS.2011.5945566
  • Filename
    5945566