{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,20]],"date-time":"2026-01-20T03:57:15Z","timestamp":1768881435585,"version":"3.49.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643682648","type":"print"},{"value":"9781643682655","type":"electronic"}],"license":[{"start":{"date-parts":[[2022,6,6]],"date-time":"2022-06-06T00:00:00Z","timestamp":1654473600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,6,6]]},"abstract":"<jats:p>Due to the presence of high glucose levels, diabetes mellitus (DM) is a widespread disease that can damage blood vessels in the retina and lead to loss of the visual system. To combat this disease, called Diabetic Retinopathy (DR), retinography, using images of the fundus of the retina, is the most used method for the diagnosis of Diabetic Retinopathy. The Deep Learning (DL) area achieved high performance for the classification of retinal images and even achieved almost the same human performance in diagnostic tasks. However, the performance of DL architectures is highly dependent on the optimal configuration of the hyperparameters. In this article, we propose the use of Neuroevolutionary Algorithms to optimize the hyperparameters corresponding to the DL model for the diagnosis of DR. The results obtained prove that the proposed method outperforms the results obtained by the classical approach.<\/jats:p>","DOI":"10.3233\/shti220166","type":"book-chapter","created":{"date-parts":[[2022,6,7]],"date-time":"2022-06-07T09:33:22Z","timestamp":1654594402000},"source":"Crossref","is-referenced-by-count":2,"title":["Automatic Diagnosis of Diabetic Retinopathy from Fundus Images Using Neuro-Evolutionary Algorithms"],"prefix":"10.3233","author":[{"given":"Diego","family":"Aquino-Br\u00edtez","sequence":"first","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"}]},{"given":"Jordan Ayala","family":"G\u00f3mez","sequence":"additional","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"}]},{"given":"Jos\u00e9 Luis V\u00e1zquez","family":"Noguera","sequence":"additional","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"}]},{"given":"Miguel","family":"Garc\u00eda-Torres","sequence":"additional","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"},{"name":"Division of Computer Science, Universidad Pablo de Olavide, Seville, Spain"}]},{"given":"Julio C\u00e9sar Mello","family":"Rom\u00e1n","sequence":"additional","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"},{"name":"Facultad de Ciencias Exactas y Tecnol\u00f3gicas, Universidad Nacional de Concepci\u00f3n, Concepci\u00f3n, Paraguay"}]},{"given":"Pedro E.","family":"Gardel-Sotomayor","sequence":"additional","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"},{"name":"Facultad de Ciencias y Tecnolog\u00eda, Universidad Cat\u00f3lica Nuestra Se\u00f1ora de la Asunci\u00f3n, Campus Alto Paran\u00e1, Paraguay"}]},{"given":"Veronica Elisa Castillo","family":"Benitez","sequence":"additional","affiliation":[{"name":"Department of Ophthalmology, Hospital de Cl\u00ednicas, Facultad de Ciencias M\u00e9dicas, Universidad Nacional de Asunci\u00f3n, San Lorenzo, Paraguay"}]},{"given":"Ingrid Castro","family":"Matto","sequence":"additional","affiliation":[{"name":"Department of Ophthalmology, Hospital de Cl\u00ednicas, Facultad de Ciencias M\u00e9dicas, Universidad Nacional de Asunci\u00f3n, San Lorenzo, Paraguay"}]},{"given":"Diego P.","family":"Pinto-Roa","sequence":"additional","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"},{"name":"Facultad Polit\u00e9cnica, Universidad Nacional de Asunci\u00f3n, San Lorenzo, Paraguay"}]},{"given":"Jaques","family":"Facon","sequence":"additional","affiliation":[{"name":"Department of Computer and Electronics, Universidade Federal do Esp\u00edrito Santo, S\u00e3o Mateus, Brazil"}]},{"given":"Sebastian Alberto","family":"Grillo","sequence":"additional","affiliation":[{"name":"Department of Computer Engineer, Universidad Americana, Asunci\u00f3n, Paraguay"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","MEDINFO 2021: One World, One Health \u2013 Global Partnership for Digital Innovation"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI220166","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,7]],"date-time":"2022-06-07T09:33:23Z","timestamp":1654594403000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI220166"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,6]]},"ISBN":["9781643682648","9781643682655"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti220166","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,6,6]]}}}