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Machine learning in dental, oral and craniofacial imaging: a review of recent progress

Artificial intelligence has been emerging as an increasingly important aspect of our daily lives and is widely applied in medical science. One major application of artificial intelligence in medical science is medical imaging. As a major component of artificial intelligence, many machine learning mo...

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Autores principales: Ren, Ruiyang, Luo, Haozhe, Su, Chongying, Yao, Yang, Liao, Wen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8136280/
https://www.ncbi.nlm.nih.gov/pubmed/34046262
http://dx.doi.org/10.7717/peerj.11451
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author Ren, Ruiyang
Luo, Haozhe
Su, Chongying
Yao, Yang
Liao, Wen
author_facet Ren, Ruiyang
Luo, Haozhe
Su, Chongying
Yao, Yang
Liao, Wen
author_sort Ren, Ruiyang
collection PubMed
description Artificial intelligence has been emerging as an increasingly important aspect of our daily lives and is widely applied in medical science. One major application of artificial intelligence in medical science is medical imaging. As a major component of artificial intelligence, many machine learning models are applied in medical diagnosis and treatment with the advancement of technology and medical imaging facilities. The popularity of convolutional neural network in dental, oral and craniofacial imaging is heightening, as it has been continually applied to a broader spectrum of scientific studies. Our manuscript reviews the fundamental principles and rationales behind machine learning, and summarizes its research progress and its recent applications specifically in dental, oral and craniofacial imaging. It also reviews the problems that remain to be resolved and evaluates the prospect of the future development of this field of scientific study.
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spelling pubmed-81362802021-05-26 Machine learning in dental, oral and craniofacial imaging: a review of recent progress Ren, Ruiyang Luo, Haozhe Su, Chongying Yao, Yang Liao, Wen PeerJ Dentistry Artificial intelligence has been emerging as an increasingly important aspect of our daily lives and is widely applied in medical science. One major application of artificial intelligence in medical science is medical imaging. As a major component of artificial intelligence, many machine learning models are applied in medical diagnosis and treatment with the advancement of technology and medical imaging facilities. The popularity of convolutional neural network in dental, oral and craniofacial imaging is heightening, as it has been continually applied to a broader spectrum of scientific studies. Our manuscript reviews the fundamental principles and rationales behind machine learning, and summarizes its research progress and its recent applications specifically in dental, oral and craniofacial imaging. It also reviews the problems that remain to be resolved and evaluates the prospect of the future development of this field of scientific study. PeerJ Inc. 2021-05-17 /pmc/articles/PMC8136280/ /pubmed/34046262 http://dx.doi.org/10.7717/peerj.11451 Text en © 2021 Ren et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Dentistry
Ren, Ruiyang
Luo, Haozhe
Su, Chongying
Yao, Yang
Liao, Wen
Machine learning in dental, oral and craniofacial imaging: a review of recent progress
title Machine learning in dental, oral and craniofacial imaging: a review of recent progress
title_full Machine learning in dental, oral and craniofacial imaging: a review of recent progress
title_fullStr Machine learning in dental, oral and craniofacial imaging: a review of recent progress
title_full_unstemmed Machine learning in dental, oral and craniofacial imaging: a review of recent progress
title_short Machine learning in dental, oral and craniofacial imaging: a review of recent progress
title_sort machine learning in dental, oral and craniofacial imaging: a review of recent progress
topic Dentistry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8136280/
https://www.ncbi.nlm.nih.gov/pubmed/34046262
http://dx.doi.org/10.7717/peerj.11451
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