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The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases

In recent years, the role of artificial intelligence (AI) and deep learning (DL) models is attracting increasing global interest in the field of ophthalmology. DL models are considered the current state-of-art among the AI technologies. In fact, DL systems have the capability to recognize, quantify...

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Autores principales: Ferro Desideri, Lorenzo, Rutigliani, Carola, Corazza, Paolo, Nastasi, Andrea, Roda, Matilde, Nicolo, Massimo, Traverso, Carlo Enrico, Vagge, Aldo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9732476/
https://www.ncbi.nlm.nih.gov/pubmed/36216736
http://dx.doi.org/10.1016/j.optom.2022.08.001
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author Ferro Desideri, Lorenzo
Rutigliani, Carola
Corazza, Paolo
Nastasi, Andrea
Roda, Matilde
Nicolo, Massimo
Traverso, Carlo Enrico
Vagge, Aldo
author_facet Ferro Desideri, Lorenzo
Rutigliani, Carola
Corazza, Paolo
Nastasi, Andrea
Roda, Matilde
Nicolo, Massimo
Traverso, Carlo Enrico
Vagge, Aldo
author_sort Ferro Desideri, Lorenzo
collection PubMed
description In recent years, the role of artificial intelligence (AI) and deep learning (DL) models is attracting increasing global interest in the field of ophthalmology. DL models are considered the current state-of-art among the AI technologies. In fact, DL systems have the capability to recognize, quantify and describe pathological clinical features. Their role is currently being investigated for the early diagnosis and management of several retinal diseases and glaucoma. The application of DL models to fundus photographs, visual fields and optical coherence tomography (OCT) imaging has provided promising results in the early detection of diabetic retinopathy (DR), wet age-related macular degeneration (w-AMD), retinopathy of prematurity (ROP) and glaucoma. In this review we analyze the current evidence of AI applied to these ocular diseases, as well as discuss the possible future developments and potential clinical implications, without neglecting the present limitations and challenges in order to adopt AI and DL models as powerful tools in the everyday routine clinical practice.
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spelling pubmed-97324762022-12-10 The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases Ferro Desideri, Lorenzo Rutigliani, Carola Corazza, Paolo Nastasi, Andrea Roda, Matilde Nicolo, Massimo Traverso, Carlo Enrico Vagge, Aldo J Optom Artificial Intelligence In recent years, the role of artificial intelligence (AI) and deep learning (DL) models is attracting increasing global interest in the field of ophthalmology. DL models are considered the current state-of-art among the AI technologies. In fact, DL systems have the capability to recognize, quantify and describe pathological clinical features. Their role is currently being investigated for the early diagnosis and management of several retinal diseases and glaucoma. The application of DL models to fundus photographs, visual fields and optical coherence tomography (OCT) imaging has provided promising results in the early detection of diabetic retinopathy (DR), wet age-related macular degeneration (w-AMD), retinopathy of prematurity (ROP) and glaucoma. In this review we analyze the current evidence of AI applied to these ocular diseases, as well as discuss the possible future developments and potential clinical implications, without neglecting the present limitations and challenges in order to adopt AI and DL models as powerful tools in the everyday routine clinical practice. Elsevier 2022 2022-10-08 /pmc/articles/PMC9732476/ /pubmed/36216736 http://dx.doi.org/10.1016/j.optom.2022.08.001 Text en © 2022 Spanish General Council of Optometry. Published by Elsevier España, S.L.U. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Artificial Intelligence
Ferro Desideri, Lorenzo
Rutigliani, Carola
Corazza, Paolo
Nastasi, Andrea
Roda, Matilde
Nicolo, Massimo
Traverso, Carlo Enrico
Vagge, Aldo
The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases
title The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases
title_full The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases
title_fullStr The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases
title_full_unstemmed The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases
title_short The upcoming role of Artificial Intelligence (AI) for retinal and glaucomatous diseases
title_sort upcoming role of artificial intelligence (ai) for retinal and glaucomatous diseases
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9732476/
https://www.ncbi.nlm.nih.gov/pubmed/36216736
http://dx.doi.org/10.1016/j.optom.2022.08.001
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