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http://dx.doi.org/10.9717/JMIS.2017.4.4.219

An Application of a Parallel Algorithm on an Image Recognition  

Baik, Ran (Department of Computer Engineering, Honam University)
Publication Information
Journal of Multimedia Information System / v.4, no.4, 2017 , pp. 219-224 More about this Journal
Abstract
This paper is to introduce an application of face recognition algorithm in parallel. We have experiments of 25 images with different motions and simulated the image recognitions; grouping of the image vectors, image normalization, calculating average image vectors, etc. We also discuss an analysis of the related eigen-image vectors and a parallel algorithm. To develop the parallel algorithm, we propose a new type of initial matrices for eigenvalue problem. If A is a symmetric matrix, initial matrices for eigen value problem are investigated: the "optimal" one, which minimize ${\parallel}C-A{\parallel}_F$ and the "super optimal", which minimize ${\parallel}I-C^{-1}A{\parallel}_F$. In this paper, we present a general new approach to the design of an initial matrices to solving eigenvalue problem based on the new optimal investigating C with preserving the characteristic of the given matrix A. Fast all resulting can be inverted via fast transform algorithms with O(N log N) operations.
Keywords
pattern recognition; eigenvalue problem; principle components; initial matrices; Symmetric matrices; Gram-Schmidt;
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