{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T20:52:35Z","timestamp":1760647955750,"version":"3.28.0"},"reference-count":84,"publisher":"IEEE","license":[{"start":{"date-parts":[[2023,10,16]],"date-time":"2023-10-16T00:00:00Z","timestamp":1697414400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,10,16]],"date-time":"2023-10-16T00:00:00Z","timestamp":1697414400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,10,16]]},"DOI":"10.1109\/clei60451.2023.10346184","type":"proceedings-article","created":{"date-parts":[[2023,12,14]],"date-time":"2023-12-14T19:22:24Z","timestamp":1702581744000},"page":"1-10","source":"Crossref","is-referenced-by-count":2,"title":["Multiclass Diabetic Retinopathy Classification of Eye Fundus Images Small Datasets Performance Improvement \u2013 A Neuroevolution Approach"],"prefix":"10.1109","author":[{"given":"Jos\u00e9 Luis","family":"V\u00e1zquez Noguera","sequence":"first","affiliation":[{"name":"Universidad Nacional de Asunci&#x00F3;n,Facultad Polit&#x00E9;cnica,San Lorenzo,Paraguay"}]},{"given":"Julio C\u00e9sar","family":"Mello-Rom\u00e1n","sequence":"additional","affiliation":[{"name":"Universidad Nacional de Asunci&#x00F3;n,Facultad Polit&#x00E9;cnica,San Lorenzo,Paraguay"}]},{"given":"Diego P.","family":"Pinto-Roa","sequence":"additional","affiliation":[{"name":"Universidad Nacional de Asunci&#x00F3;n,Facultad Polit&#x00E9;cnica,San Lorenzo,Paraguay"}]},{"given":"Santiago","family":"Gomez","sequence":"additional","affiliation":[{"name":"Universidad Nacional de Asunci&#x00F3;n,Facultad Polit&#x00E9;cnica,San Lorenzo,Paraguay"}]},{"given":"Jordan","family":"Ayala","sequence":"additional","affiliation":[{"name":"Universidad Americana,Department of Computer Engineer,Asunci&#x00F3;n,Paraguay"}]},{"given":"Diego","family":"Aquino-Br\u00edtez","sequence":"additional","affiliation":[{"name":"Universidad Americana,Department of Computer Engineer,Asunci&#x00F3;n,Paraguay"}]},{"given":"Pedro Esteban","family":"Gardel-Sotomayor","sequence":"additional","affiliation":[{"name":"Universidad Cat&#x00F3;lica Nuestra Se&#x00F1;ora de la Asunci&#x00F3;n,Facultad de Ciencias y Tecnolog&#x00ED;a,Hernandar&#x00ED;as,Paraguay"}]},{"given":"Miguel","family":"Garc\u00eda-Torres","sequence":"additional","affiliation":[{"name":"Data Science and Big Data Lab, Universidad Pablo de Olavide,Seville,Spain"}]},{"given":"Jacques","family":"Facon","sequence":"additional","affiliation":[{"name":"Universidade Federal do Esp&#x00ED;rito Santo,Department of Computer and Electronics,S&#x00E3;o Mateus,Brazil"}]},{"given":"Veronica E.","family":"Castillo Ben\u00edtez","sequence":"additional","affiliation":[{"name":"Hospital de Cl&#x00ED; nicas, Universidad Nacional de Asunci&#x00F3;n,Facultad de Ciencias M&#x00E9; dicas,Department of Ophthalmology,San Lorenzo,Paraguay"}]},{"given":"Ingrid Castro","family":"Matto","sequence":"additional","affiliation":[{"name":"Hospital de Cl&#x00ED; nicas, Universidad Nacional de Asunci&#x00F3;n,Facultad de Ciencias M&#x00E9; dicas,Department of Ophthalmology,San Lorenzo,Paraguay"}]},{"given":"Pastor","family":"P\u00e9rez-Estigarribia","sequence":"additional","affiliation":[{"name":"Universidad Sudamericana,Facultad de Medicina,Pedro Juan Caballero,Paraguay"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.14257\/ijgdc.2018.11.1.09"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(16)00618-8"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1186\/s40662-015-0026-2"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.compmedimag.2009.06.003"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1142\/S0218126612500879"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1001\/jama.298.8.902"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICACCI.2016.7732206"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/RAICS.2015.7488421"},{"issue":"2","key":"ref9","first-page":"8","article-title":"Exudate extraction: A review","volume":"1","author":"Madhukar","year":"2017","journal-title":"Perspectives in Communication, Embedded-systems and Signal-processing-PiCES"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-011-9418-6"},{"issue":"8","key":"ref11","article-title":"Diabetic retinopathy-symptoms, causes, risk factors and treatment","volume":"1","author":"Kumar","year":"2012","journal-title":"The Pharma Innovation"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-59745-563-3_2"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-020-10238-4"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.2196\/23863"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.imu.2020.100377"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.survophthal.2018.09.002"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2330784.2330799"},{"issue":"6","key":"ref18","doi-asserted-by":"crossref","first-page":"30977","DOI":"10.4249\/scholarpedia.30977","article-title":"Neuroevolution","volume":"8","author":"Lehman","year":"2013","journal-title":"Scholarpedia"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1177\/014107680109400307"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.dib.2021.107068"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1080\/17469899.2017.1307105"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1162\/neco_a_00990"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2020.102115"},{"key":"ref24","article-title":"Deep learning based early detection and grading of diabetic retinopathy using retinal fundus images","author":"Islam","year":"2018","journal-title":"arXiv preprint"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2012.07.002"},{"key":"ref26","article-title":"Microaneurysms in diabetic retinopathy","author":"Mahon","year":"1971","journal-title":"British Medical Journal"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1097\/00006982-199717030-00007"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1136\/bjo.80.2.135"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-010-9454-7"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/42.34715"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2008.12.039"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4471-0513-8_10"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1046\/j.1464-5491.2002.00613.x"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ISPA.2003.1296409"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-2607(00)00065-1"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1111\/j.1444-0938.2006.00071.x"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2008.04.003"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1001\/archopht.119.4.509"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2000.854775"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1001\/archopht.123.6.759"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2007.07.020"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1198\/10618600152418584"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/s0161-6420(13)38009-9"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/B978-1-4557-0737-9.00047-3"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1515\/9783110208856.233"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2016.18"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1007\/bf00113892"},{"journal-title":"Handbook of genetic algorithms","year":"1991","author":"Davis","key":"ref49"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.3390\/fi10080071"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/1090.001.0001"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.2498\/cit.2006.04.03"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-0730-1_15"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-05885-6_17"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1177\/001316446002000104"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-03413-3_25"},{"key":"ref57","article-title":"Metrics for multiclass classification: an overview","author":"Grandini","year":"2020","journal-title":"arXiv preprint"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.11613\/BM.2012.031"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3390\/jcm7090240"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46493-0_38"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2017.195"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2699184"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2018.00474"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/4235.797971"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.3390\/s21062096"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1145\/3205651.3208239"},{"key":"ref67","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1007\/978-94-015-7744-1_2","article-title":"Simulated annealing","volume-title":"Simulated annealing: Theory and applications","author":"Van Laarhoven","year":"1987"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2005.08.002"},{"volume-title":"Ajuste de funciones mediante metaheur\u00edsticas apli-cado a la detecci\u00f3n de fase en arreglos de metrolog\u00eda \u00f3ptica","year":"2017","author":"Mor\u00e9 Quintero","key":"ref69"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2005.860765"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.3390\/app11020744"},{"key":"ref72","article-title":"Efficient hyperparameter optimization in deep learning using a variable length genetic algorithm","author":"Xiao","year":"2020","journal-title":"arXiv preprint"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-020-0217-y"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2019.101758"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.3390\/app9214500"},{"key":"ref76","article-title":"Tensorflow: Large-scale machine learning on heterogeneous distributed systems. arxiv 2016","author":"Abadi","year":"2019","journal-title":"arXiv preprint"},{"key":"ref77","first-page":"2171","article-title":"DEAP: Evolutionary algorithms made easy","volume":"13","author":"Fortin","year":"2012","journal-title":"Journal of Machine Learning Research"},{"key":"ref78","article-title":"TensorFlow: Large-scale machine learning on heterogeneous systems","volume-title":"software","author":"Abadi","year":"2015"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/ASCC.2015.7244654"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2019.8857160"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1167\/iovs.16-19964"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2019.2951844"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics11081385"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.3390\/jimaging7090177"}],"event":{"name":"2023 XLIX Latin American Computer Conference (CLEI)","start":{"date-parts":[[2023,10,16]]},"location":"La Paz, Bolivia","end":{"date-parts":[[2023,10,20]]}},"container-title":["2023 XLIX Latin American Computer Conference (CLEI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10346085\/10345779\/10346184.pdf?arnumber=10346184","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,20]],"date-time":"2023-12-20T00:34:00Z","timestamp":1703032440000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10346184\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,16]]},"references-count":84,"URL":"https:\/\/doi.org\/10.1109\/clei60451.2023.10346184","relation":{},"subject":[],"published":{"date-parts":[[2023,10,16]]}}}