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Robustifying Vector Median Filter
This paper describes two methods for impulse noise reduction in colour images that outperform the vector median filter from the noise reduction capability point of view. Both methods work by determining first the vector median in a given filtering window. Then, the use of complimentary information f...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231704/ https://www.ncbi.nlm.nih.gov/pubmed/22164065 http://dx.doi.org/10.3390/s110808115 |
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author | Morillas, Samuel Gregori, Valentín |
author_facet | Morillas, Samuel Gregori, Valentín |
author_sort | Morillas, Samuel |
collection | PubMed |
description | This paper describes two methods for impulse noise reduction in colour images that outperform the vector median filter from the noise reduction capability point of view. Both methods work by determining first the vector median in a given filtering window. Then, the use of complimentary information from componentwise analysis allows to build robust outputs from more reliable components. The correlation among the colour channels is taken into account in the processing and, as a result, a more robust filter able to process colour images without introducing colour artifacts is obtained. Experimental results show that the images filtered with the proposed method contain less noisy pixels than those obtained through the vector median filter. Objective measures demonstrate the goodness of the achieved improvement. |
format | Online Article Text |
id | pubmed-3231704 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32317042011-12-07 Robustifying Vector Median Filter Morillas, Samuel Gregori, Valentín Sensors (Basel) Article This paper describes two methods for impulse noise reduction in colour images that outperform the vector median filter from the noise reduction capability point of view. Both methods work by determining first the vector median in a given filtering window. Then, the use of complimentary information from componentwise analysis allows to build robust outputs from more reliable components. The correlation among the colour channels is taken into account in the processing and, as a result, a more robust filter able to process colour images without introducing colour artifacts is obtained. Experimental results show that the images filtered with the proposed method contain less noisy pixels than those obtained through the vector median filter. Objective measures demonstrate the goodness of the achieved improvement. Molecular Diversity Preservation International (MDPI) 2011-08-18 /pmc/articles/PMC3231704/ /pubmed/22164065 http://dx.doi.org/10.3390/s110808115 Text en © 2011 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Morillas, Samuel Gregori, Valentín Robustifying Vector Median Filter |
title | Robustifying Vector Median Filter |
title_full | Robustifying Vector Median Filter |
title_fullStr | Robustifying Vector Median Filter |
title_full_unstemmed | Robustifying Vector Median Filter |
title_short | Robustifying Vector Median Filter |
title_sort | robustifying vector median filter |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231704/ https://www.ncbi.nlm.nih.gov/pubmed/22164065 http://dx.doi.org/10.3390/s110808115 |
work_keys_str_mv | AT morillassamuel robustifyingvectormedianfilter AT gregorivalentin robustifyingvectormedianfilter |