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Neural Network for Numeral Recognition

by Soukaina Benchaou, M'barek Nasri, Ouafae El Melhaoui
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 118 - Number 2
Year of Publication: 2015
Authors: Soukaina Benchaou, M'barek Nasri, Ouafae El Melhaoui
10.5120/20719-3064

Soukaina Benchaou, M'barek Nasri, Ouafae El Melhaoui . Neural Network for Numeral Recognition. International Journal of Computer Applications. 118, 2 ( May 2015), 23-26. DOI=10.5120/20719-3064

@article{ 10.5120/20719-3064,
author = { Soukaina Benchaou, M'barek Nasri, Ouafae El Melhaoui },
title = { Neural Network for Numeral Recognition },
journal = { International Journal of Computer Applications },
issue_date = { May 2015 },
volume = { 118 },
number = { 2 },
month = { May },
year = { 2015 },
issn = { 0975-8887 },
pages = { 23-26 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume118/number2/20719-3064/ },
doi = { 10.5120/20719-3064 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:00:37.156197+05:30
%A Soukaina Benchaou
%A M'barek Nasri
%A Ouafae El Melhaoui
%T Neural Network for Numeral Recognition
%J International Journal of Computer Applications
%@ 0975-8887
%V 118
%N 2
%P 23-26
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

The present paper proposes a new approach of preprocessing for handwritten, printed and isolated numeral characters. The new approach reduces the size of the input image of each numeral by discarding the redundant information. This method reduces also the number of features of the attribute vector provided by the extraction features method. Numeral recognition is carried out in this work through k nearest neighbors and multilayer perceptron techniques. The simulations have obtained a good rate of recognition in fewer running time.

References
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Index Terms

Computer Science
Information Sciences

Keywords

Handwritten and printed numeral recognition preprocessing profile projection k nearest neighbors multilayer perceptron.

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