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Face Recognition Using MLP and RBF Neural Network with Gabor and Discrete Wavelet Transform Characterization: A Comparative Study
Joint Authors
Chelali, Fatma Zohra
Djeradi, Amar
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-08-27
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
Face recognition has received a great attention from a lot of researchers in computer vision, pattern recognition, and human machine computer interfaces in recent years.
Designing a face recognition system is a complex task due to the wide variety of illumination, pose, and facial expression.
A lot of approaches have been developed to find the optimal space in which face feature descriptors are well distinguished and separated.
Face representation using Gabor features and discrete wavelet has attracted considerable attention in computer vision and image processing.
We describe in this paper a face recognition system using artificial neural networks like multilayer perceptron (MLP) and radial basis function (RBF) where Gabor and discrete wavelet based feature extraction methods are proposed for the extraction of features from facial images using two facial databases: the ORL and computer vision.
Good recognition rate was obtained using Gabor and DWT parameterization with MLP classifier applied for computer vision dataset.
American Psychological Association (APA)
Chelali, Fatma Zohra& Djeradi, Amar. 2015. Face Recognition Using MLP and RBF Neural Network with Gabor and Discrete Wavelet Transform Characterization: A Comparative Study. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-16.
https://search.emarefa.net/detail/BIM-1074042
Modern Language Association (MLA)
Chelali, Fatma Zohra& Djeradi, Amar. Face Recognition Using MLP and RBF Neural Network with Gabor and Discrete Wavelet Transform Characterization: A Comparative Study. Mathematical Problems in Engineering No. 2015 (2015), pp.1-16.
https://search.emarefa.net/detail/BIM-1074042
American Medical Association (AMA)
Chelali, Fatma Zohra& Djeradi, Amar. Face Recognition Using MLP and RBF Neural Network with Gabor and Discrete Wavelet Transform Characterization: A Comparative Study. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-16.
https://search.emarefa.net/detail/BIM-1074042
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1074042