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

被引:13
|
作者
Desideri, Lorenzo Ferro [1 ,2 ]
Rutigliani, Carola [3 ]
Corazza, Paolo [1 ,2 ]
Nastasi, Andrea [3 ]
Roda, Matilde [4 ,5 ]
Nicolo, Massimo [1 ,2 ]
Traverso, Carlo Enrico [1 ,2 ]
Vagge, Aldo [1 ,2 ]
机构
[1] IRCCS Osped Policlin San Martino, Univ Eye Clin Genoa, Genoa, Italy
[2] Univ Genoa, Dept Neurosci Rehabil Ophthalmol Genet Maternal &, Genoa, Italy
[3] Univ Vita Salute San Raffaele, Milan, Italy
[4] Univ Bologna, Alma Mater Studiorum, Ophthalmol Unit, Dept Expt Diagnost & Specialty Med DIMES, Bologna, Italy
[5] S Orsola Malpighi Teaching Hosp, Bologna, Italy
关键词
Artificial intelligence; Deep learning; Glaucoma; Machine learning; Macula; Medical retina; Optical coherence tomography; Telemedicine; MAJOR RISK-FACTORS; DIABETIC-RETINOPATHY; GLOBAL PREVALENCE; AUTOMATED DETECTION;
D O I
10.1016/j.optom.2022.08.001
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
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. (c) 2022 Spanish General Council of Optometry. Published by Elsevier Espana, S.L.U. All rights reserved. This is an open access article under the CC BY NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:S50 / S57
页数:8
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