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Image-Based Cardiac Diagnosis With Machine Learning: A Review

Cardiac imaging plays an important role in the diagnosis of cardiovascular disease (CVD). Until now, its role has been limited to visual and quantitative assessment of cardiac structure and function. However, with the advent of big data and machine learning, new opportunities are emerging to build a...

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Autores principales: Martin-Isla, Carlos, Campello, Victor M., Izquierdo, Cristian, Raisi-Estabragh, Zahra, Baeßler, Bettina, Petersen, Steffen E., Lekadir, Karim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6992607/
https://www.ncbi.nlm.nih.gov/pubmed/32039241
http://dx.doi.org/10.3389/fcvm.2020.00001
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author Martin-Isla, Carlos
Campello, Victor M.
Izquierdo, Cristian
Raisi-Estabragh, Zahra
Baeßler, Bettina
Petersen, Steffen E.
Lekadir, Karim
author_facet Martin-Isla, Carlos
Campello, Victor M.
Izquierdo, Cristian
Raisi-Estabragh, Zahra
Baeßler, Bettina
Petersen, Steffen E.
Lekadir, Karim
author_sort Martin-Isla, Carlos
collection PubMed
description Cardiac imaging plays an important role in the diagnosis of cardiovascular disease (CVD). Until now, its role has been limited to visual and quantitative assessment of cardiac structure and function. However, with the advent of big data and machine learning, new opportunities are emerging to build artificial intelligence tools that will directly assist the clinician in the diagnosis of CVDs. This paper presents a thorough review of recent works in this field and provide the reader with a detailed presentation of the machine learning methods that can be further exploited to enable more automated, precise and early diagnosis of most CVDs.
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spelling pubmed-69926072020-02-07 Image-Based Cardiac Diagnosis With Machine Learning: A Review Martin-Isla, Carlos Campello, Victor M. Izquierdo, Cristian Raisi-Estabragh, Zahra Baeßler, Bettina Petersen, Steffen E. Lekadir, Karim Front Cardiovasc Med Cardiovascular Medicine Cardiac imaging plays an important role in the diagnosis of cardiovascular disease (CVD). Until now, its role has been limited to visual and quantitative assessment of cardiac structure and function. However, with the advent of big data and machine learning, new opportunities are emerging to build artificial intelligence tools that will directly assist the clinician in the diagnosis of CVDs. This paper presents a thorough review of recent works in this field and provide the reader with a detailed presentation of the machine learning methods that can be further exploited to enable more automated, precise and early diagnosis of most CVDs. Frontiers Media S.A. 2020-01-24 /pmc/articles/PMC6992607/ /pubmed/32039241 http://dx.doi.org/10.3389/fcvm.2020.00001 Text en Copyright © 2020 Martin-Isla, Campello, Izquierdo, Raisi-Estabragh, Baeßler, Petersen and Lekadir. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Cardiovascular Medicine
Martin-Isla, Carlos
Campello, Victor M.
Izquierdo, Cristian
Raisi-Estabragh, Zahra
Baeßler, Bettina
Petersen, Steffen E.
Lekadir, Karim
Image-Based Cardiac Diagnosis With Machine Learning: A Review
title Image-Based Cardiac Diagnosis With Machine Learning: A Review
title_full Image-Based Cardiac Diagnosis With Machine Learning: A Review
title_fullStr Image-Based Cardiac Diagnosis With Machine Learning: A Review
title_full_unstemmed Image-Based Cardiac Diagnosis With Machine Learning: A Review
title_short Image-Based Cardiac Diagnosis With Machine Learning: A Review
title_sort image-based cardiac diagnosis with machine learning: a review
topic Cardiovascular Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6992607/
https://www.ncbi.nlm.nih.gov/pubmed/32039241
http://dx.doi.org/10.3389/fcvm.2020.00001
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