Cargando…

Medical image analysis based on deep learning approach

Medical imaging plays a significant role in different clinical applications such as medical procedures used for early detection, monitoring, diagnosis, and treatment evaluation of various medical conditions. Basicsof the principles and implementations of artificial neural networks and deep learning...

Descripción completa

Detalles Bibliográficos
Autores principales: Puttagunta, Muralikrishna, Ravi, S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8023554/
https://www.ncbi.nlm.nih.gov/pubmed/33841033
http://dx.doi.org/10.1007/s11042-021-10707-4
_version_ 1783675138149974016
author Puttagunta, Muralikrishna
Ravi, S.
author_facet Puttagunta, Muralikrishna
Ravi, S.
author_sort Puttagunta, Muralikrishna
collection PubMed
description Medical imaging plays a significant role in different clinical applications such as medical procedures used for early detection, monitoring, diagnosis, and treatment evaluation of various medical conditions. Basicsof the principles and implementations of artificial neural networks and deep learning are essential for understanding medical image analysis in computer vision. Deep Learning Approach (DLA) in medical image analysis emerges as a fast-growing research field. DLA has been widely used in medical imaging to detect the presence or absence of the disease. This paper presents the development of artificial neural networks, comprehensive analysis of DLA, which delivers promising medical imaging applications. Most of the DLA implementations concentrate on the X-ray images, computerized tomography, mammography images, and digital histopathology images. It provides a systematic review of the articles for classification, detection, and segmentation of medical images based on DLA. This review guides the researchers to think of appropriate changes in medical image analysis based on DLA.
format Online
Article
Text
id pubmed-8023554
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-80235542021-04-07 Medical image analysis based on deep learning approach Puttagunta, Muralikrishna Ravi, S. Multimed Tools Appl Article Medical imaging plays a significant role in different clinical applications such as medical procedures used for early detection, monitoring, diagnosis, and treatment evaluation of various medical conditions. Basicsof the principles and implementations of artificial neural networks and deep learning are essential for understanding medical image analysis in computer vision. Deep Learning Approach (DLA) in medical image analysis emerges as a fast-growing research field. DLA has been widely used in medical imaging to detect the presence or absence of the disease. This paper presents the development of artificial neural networks, comprehensive analysis of DLA, which delivers promising medical imaging applications. Most of the DLA implementations concentrate on the X-ray images, computerized tomography, mammography images, and digital histopathology images. It provides a systematic review of the articles for classification, detection, and segmentation of medical images based on DLA. This review guides the researchers to think of appropriate changes in medical image analysis based on DLA. Springer US 2021-04-06 2021 /pmc/articles/PMC8023554/ /pubmed/33841033 http://dx.doi.org/10.1007/s11042-021-10707-4 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Puttagunta, Muralikrishna
Ravi, S.
Medical image analysis based on deep learning approach
title Medical image analysis based on deep learning approach
title_full Medical image analysis based on deep learning approach
title_fullStr Medical image analysis based on deep learning approach
title_full_unstemmed Medical image analysis based on deep learning approach
title_short Medical image analysis based on deep learning approach
title_sort medical image analysis based on deep learning approach
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8023554/
https://www.ncbi.nlm.nih.gov/pubmed/33841033
http://dx.doi.org/10.1007/s11042-021-10707-4
work_keys_str_mv AT puttaguntamuralikrishna medicalimageanalysisbasedondeeplearningapproach
AT ravis medicalimageanalysisbasedondeeplearningapproach