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Article:Improved Digital Image Compression using Modified Single Layer Linear Neural Networks

by B.Arunapriya, D.KavithaDevi
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 10 - Number 1
Year of Publication: 2010
Authors: B.Arunapriya, D.KavithaDevi
10.5120/1442-1951

B.Arunapriya, D.KavithaDevi . Article:Improved Digital Image Compression using Modified Single Layer Linear Neural Networks. International Journal of Computer Applications. 10, 1 ( November 2010), 41-46. DOI=10.5120/1442-1951

@article{ 10.5120/1442-1951,
author = { B.Arunapriya, D.KavithaDevi },
title = { Article:Improved Digital Image Compression using Modified Single Layer Linear Neural Networks },
journal = { International Journal of Computer Applications },
issue_date = { November 2010 },
volume = { 10 },
number = { 1 },
month = { November },
year = { 2010 },
issn = { 0975-8887 },
pages = { 41-46 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume10/number1/1442-1951/ },
doi = { 10.5120/1442-1951 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T19:58:41.784667+05:30
%A B.Arunapriya
%A D.KavithaDevi
%T Article:Improved Digital Image Compression using Modified Single Layer Linear Neural Networks
%J International Journal of Computer Applications
%@ 0975-8887
%V 10
%N 1
%P 41-46
%D 2010
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Image Compression is solved by using Wavelet-Modified Single Layer Linear Forward Only Counter Propagation Network (MSLLFOCPN) technique. Form the wavelets it inherits the properties of localizing the global spatial and frequency correlation from wavelets. Function approximation and prediction are obtained from neural networks. As a result counter propagation network was considered for its superior performance and the research enable us to propose a new neural network architecture named single layer linear counter propagation network (SLLC). The combination of wavelet and SLLC network were tested on several benchmark images and the experimental results shows that an enhancement in picture quality, compression ratio and approximation or prediction comparable to existing and traditional neural networks.

References
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Index Terms

Computer Science
Information Sciences

Keywords

Wavelet Modified Single Layer Linear Forward Only Counter propagation Clustering Distance Metrics