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Image reconstruction using singular value decomposition

The singular value decomposition (SVD) is an effective tool to reconstruct the image approximately towards the original image. This paper will introduce and explores image reconstruction by applying the SVD on gray-scale image. As quality measurements, we used Compression Ratio (CR) and Root-Mean Sq...

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Main Authors:	Samsul Ariffin Abdul Karim, Muhammad Izzatullah Mohd Mustafa, Bakri Abdul Karim, Mohammad Khatim Hasan, Jumat Sulaiman, Mohd Tahir Ismail
格式:	Article
語言:	English
出版:	AIP Publishing 2013
主題:	TA Engineering (General). Civil engineering (General)
在線閱讀:	https://eprints.ums.edu.my/id/eprint/18593/1/Image%20reconstruction.pdf https://eprints.ums.edu.my/id/eprint/18593/ https://doi.org/10.1063/1.4801133
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id	my.ums.eprints.18593
record_format	eprints
spelling	my.ums.eprints.185932018-02-03T13:52:35Z https://eprints.ums.edu.my/id/eprint/18593/ Image reconstruction using singular value decomposition Samsul Ariffin Abdul Karim Muhammad Izzatullah Mohd Mustafa Bakri Abdul Karim Mohammad Khatim Hasan Jumat Sulaiman Mohd Tahir Ismail TA Engineering (General). Civil engineering (General) The singular value decomposition (SVD) is an effective tool to reconstruct the image approximately towards the original image. This paper will introduce and explores image reconstruction by applying the SVD on gray-scale image. As quality measurements, we used Compression Ratio (CR) and Root-Mean Squared Error (RMSE). The results indicated that for certain images the value of k is smaller than for other images. The value of k is defined as the rank for the closet matrix and the constant integer k can be chosen expectantly less than diagonal matrix n, and the digital image corresponding to outer product expansion, Qk still have very close to the original image. AIP Publishing 2013-04 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/18593/1/Image%20reconstruction.pdf Samsul Ariffin Abdul Karim and Muhammad Izzatullah Mohd Mustafa and Bakri Abdul Karim and Mohammad Khatim Hasan and Jumat Sulaiman and Mohd Tahir Ismail (2013) Image reconstruction using singular value decomposition. AIP Conference Proceedings, 152 (1). pp. 269-274. ISSN 0094-243X https://doi.org/10.1063/1.4801133
institution	Universiti Malaysia Sabah
building	UMS Library
collection	Institutional Repository
continent	Asia
country	Malaysia
content_provider	Universiti Malaysia Sabah
content_source	UMS Institutional Repository
url_provider	http://eprints.ums.edu.my/
language	English
topic	TA Engineering (General). Civil engineering (General)
spellingShingle	TA Engineering (General). Civil engineering (General) Samsul Ariffin Abdul Karim Muhammad Izzatullah Mohd Mustafa Bakri Abdul Karim Mohammad Khatim Hasan Jumat Sulaiman Mohd Tahir Ismail Image reconstruction using singular value decomposition
description	The singular value decomposition (SVD) is an effective tool to reconstruct the image approximately towards the original image. This paper will introduce and explores image reconstruction by applying the SVD on gray-scale image. As quality measurements, we used Compression Ratio (CR) and Root-Mean Squared Error (RMSE). The results indicated that for certain images the value of k is smaller than for other images. The value of k is defined as the rank for the closet matrix and the constant integer k can be chosen expectantly less than diagonal matrix n, and the digital image corresponding to outer product expansion, Qk still have very close to the original image.
format	Article
author	Samsul Ariffin Abdul Karim Muhammad Izzatullah Mohd Mustafa Bakri Abdul Karim Mohammad Khatim Hasan Jumat Sulaiman Mohd Tahir Ismail
author_facet	Samsul Ariffin Abdul Karim Muhammad Izzatullah Mohd Mustafa Bakri Abdul Karim Mohammad Khatim Hasan Jumat Sulaiman Mohd Tahir Ismail
author_sort	Samsul Ariffin Abdul Karim
title	Image reconstruction using singular value decomposition
title_short	Image reconstruction using singular value decomposition
title_full	Image reconstruction using singular value decomposition
title_fullStr	Image reconstruction using singular value decomposition
title_full_unstemmed	Image reconstruction using singular value decomposition
title_sort	image reconstruction using singular value decomposition
publisher	AIP Publishing
publishDate	2013
url	https://eprints.ums.edu.my/id/eprint/18593/1/Image%20reconstruction.pdf https://eprints.ums.edu.my/id/eprint/18593/ https://doi.org/10.1063/1.4801133
_version_	1760229467003813888
score	13.251813

Image reconstruction using singular value decomposition

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