Cargando…
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...
Autores principales: | , , , , , , , |
---|---|
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 |
_version_ | 1784846144016220160 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9732476 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ferrodesiderilorenzo theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT rutiglianicarola theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT corazzapaolo theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT nastasiandrea theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT rodamatilde theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT nicolomassimo theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT traversocarloenrico theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT vaggealdo theupcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT ferrodesiderilorenzo upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT rutiglianicarola upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT corazzapaolo upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT nastasiandrea upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT rodamatilde upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT nicolomassimo upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT traversocarloenrico upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases AT vaggealdo upcomingroleofartificialintelligenceaiforretinalandglaucomatousdiseases |