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Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases
In this paper, we present the main aspects of artificial intelligence application in ophthalmology for the diagnosis and treatment of eye diseases on the example of developing a computer system for personalizing retinal laser photocoagulation. Approaches to the automation of eye disease prediction a...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Pleiades Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9579597/ http://dx.doi.org/10.1134/S1054661822030166 |
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author | Ilyasova, N. Yu. Demin, N. S. |
author_facet | Ilyasova, N. Yu. Demin, N. S. |
author_sort | Ilyasova, N. Yu. |
collection | PubMed |
description | In this paper, we present the main aspects of artificial intelligence application in ophthalmology for the diagnosis and treatment of eye diseases on the example of developing a computer system for personalizing retinal laser photocoagulation. Approaches to the automation of eye disease prediction and treatment based on fundus images are described. Four problems of applying the neural network approach are highlighted. Decision support information technology for personalizing laser treatment of diabetic macular edema and identifying prognostic factors of surgical outcome using methods of intellectual analysis of large unstructured data is described. The system allows the doctor to form a plan of optimal coagulation arrangement for retinal laser coagulation for each case, to predict the quality of laser coagulation depending on the initial data on the localization and severity of edema and to improve his skills by comparing the result of coagulation performed and the coagulation plan proposed by the system. |
format | Online Article Text |
id | pubmed-9579597 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Pleiades Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-95795972022-10-19 Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases Ilyasova, N. Yu. Demin, N. S. Pattern Recognit. Image Anal. KEYNOTE PAPERS OF THE 8th INTERNATIONAL WORKSHOP “IMAGE MINING. THEORY AND APPLICATIONS” In this paper, we present the main aspects of artificial intelligence application in ophthalmology for the diagnosis and treatment of eye diseases on the example of developing a computer system for personalizing retinal laser photocoagulation. Approaches to the automation of eye disease prediction and treatment based on fundus images are described. Four problems of applying the neural network approach are highlighted. Decision support information technology for personalizing laser treatment of diabetic macular edema and identifying prognostic factors of surgical outcome using methods of intellectual analysis of large unstructured data is described. The system allows the doctor to form a plan of optimal coagulation arrangement for retinal laser coagulation for each case, to predict the quality of laser coagulation depending on the initial data on the localization and severity of edema and to improve his skills by comparing the result of coagulation performed and the coagulation plan proposed by the system. Pleiades Publishing 2022-10-19 2022 /pmc/articles/PMC9579597/ http://dx.doi.org/10.1134/S1054661822030166 Text en © Pleiades Publishing, Ltd. 2022, ISSN 1054-6618, Pattern Recognition and Image Analysis, 2022, Vol. 32, No. 3, pp. 477–482. © Pleiades Publishing, Ltd., 2022. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | KEYNOTE PAPERS OF THE 8th INTERNATIONAL WORKSHOP “IMAGE MINING. THEORY AND APPLICATIONS” Ilyasova, N. Yu. Demin, N. S. Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases |
title | Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases |
title_full | Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases |
title_fullStr | Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases |
title_full_unstemmed | Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases |
title_short | Application of Artificial Intelligence in Ophthalmology for the Diagnosis and Treatment of Eye Diseases |
title_sort | application of artificial intelligence in ophthalmology for the diagnosis and treatment of eye diseases |
topic | KEYNOTE PAPERS OF THE 8th INTERNATIONAL WORKSHOP “IMAGE MINING. THEORY AND APPLICATIONS” |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9579597/ http://dx.doi.org/10.1134/S1054661822030166 |
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