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
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