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A Survey of Soft Computing Approaches in Biomedical Imaging

Medical imaging is an essential technique for the diagnosis and treatment of diseases in modern clinics. Soft computing plays a major role in the recent advances in medical imaging. It handles uncertainties and improves the qualities of an image. Until now, various soft computing approaches have bee...

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Detalles Bibliográficos
Autores principales: Devi, Manju, Singh, Sukhdip, Tiwari, Shailendra, Chandra Patel, Subhash, Ayana, Melkamu Teshome
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356006/
https://www.ncbi.nlm.nih.gov/pubmed/34394885
http://dx.doi.org/10.1155/2021/1563844
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author Devi, Manju
Singh, Sukhdip
Tiwari, Shailendra
Chandra Patel, Subhash
Ayana, Melkamu Teshome
author_facet Devi, Manju
Singh, Sukhdip
Tiwari, Shailendra
Chandra Patel, Subhash
Ayana, Melkamu Teshome
author_sort Devi, Manju
collection PubMed
description Medical imaging is an essential technique for the diagnosis and treatment of diseases in modern clinics. Soft computing plays a major role in the recent advances in medical imaging. It handles uncertainties and improves the qualities of an image. Until now, various soft computing approaches have been proposed for medical applications. This paper discusses various medical imaging modalities and presents a short review of soft computing approaches such as fuzzy logic, artificial neural network, genetic algorithm, machine learning, and deep learning. We also studied and compared each approach used for other imaging modalities based on the certain parameter used for the system evaluation. Finally, based on comparative analysis, the possible research strategies for further development are proposed. As far as we know, no previous work examined this issue.
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spelling pubmed-83560062021-08-12 A Survey of Soft Computing Approaches in Biomedical Imaging Devi, Manju Singh, Sukhdip Tiwari, Shailendra Chandra Patel, Subhash Ayana, Melkamu Teshome J Healthc Eng Review Article Medical imaging is an essential technique for the diagnosis and treatment of diseases in modern clinics. Soft computing plays a major role in the recent advances in medical imaging. It handles uncertainties and improves the qualities of an image. Until now, various soft computing approaches have been proposed for medical applications. This paper discusses various medical imaging modalities and presents a short review of soft computing approaches such as fuzzy logic, artificial neural network, genetic algorithm, machine learning, and deep learning. We also studied and compared each approach used for other imaging modalities based on the certain parameter used for the system evaluation. Finally, based on comparative analysis, the possible research strategies for further development are proposed. As far as we know, no previous work examined this issue. Hindawi 2021-08-02 /pmc/articles/PMC8356006/ /pubmed/34394885 http://dx.doi.org/10.1155/2021/1563844 Text en Copyright © 2021 Manju Devi et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Devi, Manju
Singh, Sukhdip
Tiwari, Shailendra
Chandra Patel, Subhash
Ayana, Melkamu Teshome
A Survey of Soft Computing Approaches in Biomedical Imaging
title A Survey of Soft Computing Approaches in Biomedical Imaging
title_full A Survey of Soft Computing Approaches in Biomedical Imaging
title_fullStr A Survey of Soft Computing Approaches in Biomedical Imaging
title_full_unstemmed A Survey of Soft Computing Approaches in Biomedical Imaging
title_short A Survey of Soft Computing Approaches in Biomedical Imaging
title_sort survey of soft computing approaches in biomedical imaging
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356006/
https://www.ncbi.nlm.nih.gov/pubmed/34394885
http://dx.doi.org/10.1155/2021/1563844
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