Two new methods for removing salt - and - pepper noise from digital images

In this study, we developed two new alternative methods to enhance images which operate satisfactorily with high levels of noise in any given window size. We also conducted a test by adding the most frequently used noise type to the test images of salt-and-pepper noise. The results are compared wit...

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Main Authors: Erkan, Ugur, Kilicman, Adem
Format: Article
Language:English
Published: Science Society of Thailand under the Patronage of His Majesty the King 2016
Online Access:http://psasir.upm.edu.my/id/eprint/53179/1/Two%20new%20methods%20for%20removing%20salt-and-pepper%20noise%20from%20digital%20images.pdf
http://psasir.upm.edu.my/id/eprint/53179/
http://www.scienceasia.org
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spelling my.upm.eprints.531792017-10-30T04:38:37Z http://psasir.upm.edu.my/id/eprint/53179/ Two new methods for removing salt - and - pepper noise from digital images Erkan, Ugur Kilicman, Adem In this study, we developed two new alternative methods to enhance images which operate satisfactorily with high levels of noise in any given window size. We also conducted a test by adding the most frequently used noise type to the test images of salt-and-pepper noise. The results are compared with other well-known noise remover methods in the literature such as, standard median filter (SMF) and adaptive median filter (AMF), and much better results were obtained. For instance, the results of SMF and AMF filters as well as peak signal-to-noise ratio (PSNR) are 33.2 and 29.8 respectively by adding a ratio of 0.1 salt-and-pepper noise to the Lena image. With the new methods,the results are 41.4 and 41.4. The newly developed methods also generate better results in reducing high volume of noise. For instance, if a ratio of 0.5 salt-and-pepper noise is applied to a Lena image, PSNR results are 15.22 and 22.78 in SMF and AMF, and 25.8 and 28.9 with newly developed methods. Science Society of Thailand under the Patronage of His Majesty the King 2016 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/53179/1/Two%20new%20methods%20for%20removing%20salt-and-pepper%20noise%20from%20digital%20images.pdf Erkan, Ugur and Kilicman, Adem (2016) Two new methods for removing salt - and - pepper noise from digital images. ScienceAsia, 42. pp. 28-32. ISSN 1513-1874 http://www.scienceasia.org 10.2306/scienceasia1513-1874.2016.42.028
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description In this study, we developed two new alternative methods to enhance images which operate satisfactorily with high levels of noise in any given window size. We also conducted a test by adding the most frequently used noise type to the test images of salt-and-pepper noise. The results are compared with other well-known noise remover methods in the literature such as, standard median filter (SMF) and adaptive median filter (AMF), and much better results were obtained. For instance, the results of SMF and AMF filters as well as peak signal-to-noise ratio (PSNR) are 33.2 and 29.8 respectively by adding a ratio of 0.1 salt-and-pepper noise to the Lena image. With the new methods,the results are 41.4 and 41.4. The newly developed methods also generate better results in reducing high volume of noise. For instance, if a ratio of 0.5 salt-and-pepper noise is applied to a Lena image, PSNR results are 15.22 and 22.78 in SMF and AMF, and 25.8 and 28.9 with newly developed methods.
format Article
author Erkan, Ugur
Kilicman, Adem
spellingShingle Erkan, Ugur
Kilicman, Adem
Two new methods for removing salt - and - pepper noise from digital images
author_facet Erkan, Ugur
Kilicman, Adem
author_sort Erkan, Ugur
title Two new methods for removing salt - and - pepper noise from digital images
title_short Two new methods for removing salt - and - pepper noise from digital images
title_full Two new methods for removing salt - and - pepper noise from digital images
title_fullStr Two new methods for removing salt - and - pepper noise from digital images
title_full_unstemmed Two new methods for removing salt - and - pepper noise from digital images
title_sort two new methods for removing salt - and - pepper noise from digital images
publisher Science Society of Thailand under the Patronage of His Majesty the King
publishDate 2016
url http://psasir.upm.edu.my/id/eprint/53179/1/Two%20new%20methods%20for%20removing%20salt-and-pepper%20noise%20from%20digital%20images.pdf
http://psasir.upm.edu.my/id/eprint/53179/
http://www.scienceasia.org
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