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Image Denoising by using Local Pixel Grouping with PCA and SVD along with JBF and Median Filters

Published on July 2016 by Rachana A. Dhannawat, Archana B. Patankar
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International Conference on Communication Computing and Virtualization
Foundation of Computer Science USA
ICCCV2016 - Number 1
July 2016
Authors: Rachana A. Dhannawat, Archana B. Patankar
9bc7cea5-6c13-4c51-95fb-7f86cee91ca5

Rachana A. Dhannawat, Archana B. Patankar . Image Denoising by using Local Pixel Grouping with PCA and SVD along with JBF and Median Filters. International Conference on Communication Computing and Virtualization. ICCCV2016, 1 (July 2016), 0-0.

@article{
author = { Rachana A. Dhannawat, Archana B. Patankar },
title = { Image Denoising by using Local Pixel Grouping with PCA and SVD along with JBF and Median Filters },
journal = { International Conference on Communication Computing and Virtualization },
issue_date = { July 2016 },
volume = { ICCCV2016 },
number = { 1 },
month = { July },
year = { 2016 },
issn = 2249-0868,
pages = { 0-0 },
numpages = 1,
url = { /proceedings/icccv2016/number1/913-1651/ },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Proceeding Article
%1 International Conference on Communication Computing and Virtualization
%A Rachana A. Dhannawat
%A Archana B. Patankar
%T Image Denoising by using Local Pixel Grouping with PCA and SVD along with JBF and Median Filters
%J International Conference on Communication Computing and Virtualization
%@ 2249-0868
%V ICCCV2016
%N 1
%P 0-0
%D 2016
%I International Journal of Applied Information Systems
Abstract

This paper proposed a new technique for image denoising [1] [2] [8] [10] [14] using local pixel grouping, SVD and Joint Bilateral Filter. The paper also proposed use of LPGSVD with median filter. It is found that bilateral filter technique works well for Gaussian noise [22] whereas median filter when applied to the output of LPGSVD improves results for salt & pepper noise [22]. The results are compared using PSNR and SSIM [16] performance metrics.

References
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Index Terms

Computer Science
Information Sciences

Keywords

Image Restoration LPGPCA LPGSVD Joint Bilateral Filter Median filter Image denoising.