Face recognition using eigenfaces and neural networks

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Main Authors: Mohamed Rizon, Muhammad Firdaus, Hashim, Puteh, Saad, Sazali, Yaacob, Prof. Dr., Mohd Rozailan, Mamat, Ali Yeon, Md Shakaff, Prof. Dr., Abdul Rahman, Saad, Hazri, Desa, Dr., Karthigayan, M.
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Language:English
Published: Science Publications 2011
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Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/11389
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spelling my.unimap-113892011-03-23T06:27:08Z Face recognition using eigenfaces and neural networks Mohamed Rizon Muhammad Firdaus, Hashim Puteh, Saad Sazali, Yaacob, Prof. Dr. Mohd Rozailan, Mamat Ali Yeon, Md Shakaff, Prof. Dr. Abdul Rahman, Saad Hazri, Desa, Dr. Karthigayan, M. Feature vector Eigenfaces Eigenvalues Eigenvector Link to publisher's homepage at http://www.scipub.org/ In this study, we develop a computational model to identify the face of an unknown person’s by applying eigenfaces. The eigenfaces has been applied to extract the basic face of the human face images. The eigenfaces is then projecting onto human faces to identify unique features vectors. This significant features vector can be used to identify an unknown face by using the backpropagation neural network that utilized euclidean distance for classification and recognition. The ORL database for this investigation consists of 40 people with various 400 face images had been used for the learning. The eigenfaces including implemented Jacobi’s method for eigenvalues and eigenvectors has been performed. The classification and recognition using backpropagation neural network showed impressive positive result to classify face images. 2011-03-23T06:27:08Z 2011-03-23T06:27:08Z 2006 Article American Journal of Applied Sciences, vol.2(6), 2006, pages 1872-1875 1546-9239 http://www.scipub.org/fulltext/ajas/ajas361872-1875.pdf http://hdl.handle.net/123456789/11389 en Science Publications
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Feature vector
Eigenfaces
Eigenvalues
Eigenvector
spellingShingle Feature vector
Eigenfaces
Eigenvalues
Eigenvector
Mohamed Rizon
Muhammad Firdaus, Hashim
Puteh, Saad
Sazali, Yaacob, Prof. Dr.
Mohd Rozailan, Mamat
Ali Yeon, Md Shakaff, Prof. Dr.
Abdul Rahman, Saad
Hazri, Desa, Dr.
Karthigayan, M.
Face recognition using eigenfaces and neural networks
description Link to publisher's homepage at http://www.scipub.org/
format Article
author Mohamed Rizon
Muhammad Firdaus, Hashim
Puteh, Saad
Sazali, Yaacob, Prof. Dr.
Mohd Rozailan, Mamat
Ali Yeon, Md Shakaff, Prof. Dr.
Abdul Rahman, Saad
Hazri, Desa, Dr.
Karthigayan, M.
author_facet Mohamed Rizon
Muhammad Firdaus, Hashim
Puteh, Saad
Sazali, Yaacob, Prof. Dr.
Mohd Rozailan, Mamat
Ali Yeon, Md Shakaff, Prof. Dr.
Abdul Rahman, Saad
Hazri, Desa, Dr.
Karthigayan, M.
author_sort Mohamed Rizon
title Face recognition using eigenfaces and neural networks
title_short Face recognition using eigenfaces and neural networks
title_full Face recognition using eigenfaces and neural networks
title_fullStr Face recognition using eigenfaces and neural networks
title_full_unstemmed Face recognition using eigenfaces and neural networks
title_sort face recognition using eigenfaces and neural networks
publisher Science Publications
publishDate 2011
url http://dspace.unimap.edu.my/xmlui/handle/123456789/11389
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score 13.214268