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Shape Representation and Recognition of Bangla Characters using Fourier Descriptor

by M. A. Naser, Abdur Raquib Ridwan, Md.Murad Hossain
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 33 - Number 2
Year of Publication: 2011
Authors: M. A. Naser, Abdur Raquib Ridwan, Md.Murad Hossain
10.5120/3995-5658

M. A. Naser, Abdur Raquib Ridwan, Md.Murad Hossain . Shape Representation and Recognition of Bangla Characters using Fourier Descriptor. International Journal of Computer Applications. 33, 2 ( November 2011), 35-40. DOI=10.5120/3995-5658

@article{ 10.5120/3995-5658,
author = { M. A. Naser, Abdur Raquib Ridwan, Md.Murad Hossain },
title = { Shape Representation and Recognition of Bangla Characters using Fourier Descriptor },
journal = { International Journal of Computer Applications },
issue_date = { November 2011 },
volume = { 33 },
number = { 2 },
month = { November },
year = { 2011 },
issn = { 0975-8887 },
pages = { 35-40 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume33/number2/3995-5658/ },
doi = { 10.5120/3995-5658 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:19:05.447961+05:30
%A M. A. Naser
%A Abdur Raquib Ridwan
%A Md.Murad Hossain
%T Shape Representation and Recognition of Bangla Characters using Fourier Descriptor
%J International Journal of Computer Applications
%@ 0975-8887
%V 33
%N 2
%P 35-40
%D 2011
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Fourier descriptors are used for representing the shapes as well as extracting the features of the characters. It has the advantage of being invariant to the affine transforms. It possesses the ability to reconstruct the original shape. Moreover, all the descriptors are not required to describe the character. Hence huge reduction in feature size is possible. K-nearest neighbor classifier is used to recognize the characters and the accuracy is 98.4% for training set while it is 89.3% for a test set. A case wise in-depth analysis is provided for each misclassified character at the end of the result.

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Index Terms

Computer Science
Information Sciences

Keywords

Feature Extraction Fourier Descriptors Bangla Characters