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An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising

Improving the quality of medical images at pre- and post-surgery operations are necessary for beginning and speeding up the recovery process. Partial differential equations-based models have become a powerful and well-known tool in different areas of image processing such as denoising, multiscale im...

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Detalles Bibliográficos
Autores principales: Khanian, Maryam, Feizi, Awat, Davari, Ali
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Medknow Publications & Media Pvt Ltd 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967457/
https://www.ncbi.nlm.nih.gov/pubmed/24696809
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author Khanian, Maryam
Feizi, Awat
Davari, Ali
author_facet Khanian, Maryam
Feizi, Awat
Davari, Ali
author_sort Khanian, Maryam
collection PubMed
description Improving the quality of medical images at pre- and post-surgery operations are necessary for beginning and speeding up the recovery process. Partial differential equations-based models have become a powerful and well-known tool in different areas of image processing such as denoising, multiscale image analysis, edge detection and other fields of image processing and computer vision. In this paper, an algorithm for medical image denoising using anisotropic diffusion filter with a convenient stopping criterion is presented. In this regard, the current paper introduces two strategies: utilizing the efficient explicit method due to its advantages with presenting impressive software technique to effectively solve the anisotropic diffusion filter which is mathematically unstable, proposing an automatic stopping criterion, that takes into consideration just input image, as opposed to other stopping criteria, besides the quality of denoised image, easiness and time. Various medical images are examined to confirm the claim.
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spelling pubmed-39674572014-04-02 An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising Khanian, Maryam Feizi, Awat Davari, Ali J Med Signals Sens Original Article Improving the quality of medical images at pre- and post-surgery operations are necessary for beginning and speeding up the recovery process. Partial differential equations-based models have become a powerful and well-known tool in different areas of image processing such as denoising, multiscale image analysis, edge detection and other fields of image processing and computer vision. In this paper, an algorithm for medical image denoising using anisotropic diffusion filter with a convenient stopping criterion is presented. In this regard, the current paper introduces two strategies: utilizing the efficient explicit method due to its advantages with presenting impressive software technique to effectively solve the anisotropic diffusion filter which is mathematically unstable, proposing an automatic stopping criterion, that takes into consideration just input image, as opposed to other stopping criteria, besides the quality of denoised image, easiness and time. Various medical images are examined to confirm the claim. Medknow Publications & Media Pvt Ltd 2014 /pmc/articles/PMC3967457/ /pubmed/24696809 Text en Copyright: © Journal of Medical Signals and Sensors http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-Share Alike 3.0 Unported, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Khanian, Maryam
Feizi, Awat
Davari, Ali
An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising
title An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising
title_full An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising
title_fullStr An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising
title_full_unstemmed An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising
title_short An Optimal Partial Differential Equations-based Stopping Criterion for Medical Image Denoising
title_sort optimal partial differential equations-based stopping criterion for medical image denoising
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967457/
https://www.ncbi.nlm.nih.gov/pubmed/24696809
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