{"id":"https://openalex.org/W4414639901","doi":"https://doi.org/10.1007/978-981-95-0982-9_18","title":"Performance Evaluation of\u00a0Pretrained Convolutional Neural Networks for\u00a0Diabetic Macular Edema Diagnosis in\u00a0Retinal Fundus Imaging","display_name":"Performance Evaluation of\u00a0Pretrained Convolutional Neural Networks for\u00a0Diabetic Macular Edema Diagnosis in\u00a0Retinal Fundus Imaging","publication_year":2025,"publication_date":"2025-09-30","ids":{"openalex":"https://openalex.org/W4414639901","doi":"https://doi.org/10.1007/978-981-95-0982-9_18"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-0982-9_18","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-0982-9_18","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032445132","display_name":"Jos\u00e9 Antonio Araque Gallardo","orcid":"https://orcid.org/0000-0002-4156-7105"},"institutions":[{"id":"https://openalex.org/I218553996","display_name":"University of Sucre","ror":"https://ror.org/04fbb7514","country_code":"CO","type":"education","lineage":["https://openalex.org/I218553996"]},{"id":"https://openalex.org/I4210112678","display_name":"University of the Coast","ror":"https://ror.org/01v5nhr20","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210112678"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Jos\u00e9 Araque-Gallardo","raw_affiliation_strings":["Department of Computational Science and Electronic, Universidad de la Costa, CUC, Barranquilla, 080020, Colombia","Department of Electronic Engineering, Universidad de Sucre, Sincelejo, 700001, Colombia"],"raw_orcid":"https://orcid.org/0000-0002-4156-7105","affiliations":[{"raw_affiliation_string":"Department of Computational Science and Electronic, Universidad de la Costa, CUC, Barranquilla, 080020, Colombia","institution_ids":["https://openalex.org/I4210112678"]},{"raw_affiliation_string":"Department of Electronic Engineering, Universidad de Sucre, Sincelejo, 700001, Colombia","institution_ids":["https://openalex.org/I218553996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011144750","display_name":"Eugenia Arrieta Rodr\u00edguez","orcid":"https://orcid.org/0000-0001-8151-2654"},"institutions":[{"id":"https://openalex.org/I4210101808","display_name":"Universidad del Sin\u00fa","ror":"https://ror.org/013ys5k90","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210101808"]},{"id":"https://openalex.org/I4210112678","display_name":"University of the Coast","ror":"https://ror.org/01v5nhr20","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210112678"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Eugenia Arrieta Rodr\u00edguez","raw_affiliation_strings":["Department of Computational Science and Electronic, Universidad de la Costa, CUC, Barranquilla, 080020, Colombia","Universidad del Sin\u00fa Cartagena Elias Bechara Zainum, Cartagena, 130001, Colombia"],"raw_orcid":"https://orcid.org/0000-0001-8151-2654","affiliations":[{"raw_affiliation_string":"Department of Computational Science and Electronic, Universidad de la Costa, CUC, Barranquilla, 080020, Colombia","institution_ids":["https://openalex.org/I4210112678"]},{"raw_affiliation_string":"Universidad del Sin\u00fa Cartagena Elias Bechara Zainum, Cartagena, 130001, Colombia","institution_ids":["https://openalex.org/I4210101808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007158947","display_name":"Margarita Gamarra","orcid":"https://orcid.org/0000-0003-1834-2984"},"institutions":[{"id":"https://openalex.org/I142879360","display_name":"Universidad del Norte","ror":"https://ror.org/031e6xm45","country_code":"CO","type":"education","lineage":["https://openalex.org/I142879360"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Margarita Gamarra","raw_affiliation_strings":["Department of System Engineering,  Universidad del Norte, Puerto Colombia, 081007, Colombia"],"raw_orcid":"https://orcid.org/0000-0003-1834-2984","affiliations":[{"raw_affiliation_string":"Department of System Engineering,  Universidad del Norte, Puerto Colombia, 081007, Colombia","institution_ids":["https://openalex.org/I142879360"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115579305","display_name":"Javier Sierra-Carrillo","orcid":"https://orcid.org/0000-0001-9111-326X"},"institutions":[{"id":"https://openalex.org/I218553996","display_name":"University of Sucre","ror":"https://ror.org/04fbb7514","country_code":"CO","type":"education","lineage":["https://openalex.org/I218553996"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Javier Sierra-Carrillo","raw_affiliation_strings":["Department of Electronic Engineering, Universidad de Sucre, Sincelejo, 700001, Colombia"],"raw_orcid":"https://orcid.org/0000-0001-9111-326X","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Universidad de Sucre, Sincelejo, 700001, Colombia","institution_ids":["https://openalex.org/I218553996"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074210385","display_name":"Jos\u00e9 Escorcia\u2010Gutierrez","orcid":"https://orcid.org/0000-0003-0518-3187"},"institutions":[{"id":"https://openalex.org/I4210112678","display_name":"University of the Coast","ror":"https://ror.org/01v5nhr20","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210112678"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Escorcia-Gutierrez","raw_affiliation_strings":["Department of Computational Science and Electronic, Universidad de la Costa, CUC, Barranquilla, 080020, Colombia"],"raw_orcid":"https://orcid.org/0000-0003-0518-3187","affiliations":[{"raw_affiliation_string":"Department of Computational Science and Electronic, Universidad de la Costa, CUC, Barranquilla, 080020, Colombia","institution_ids":["https://openalex.org/I4210112678"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5032445132"],"corresponding_institution_ids":["https://openalex.org/I218553996","https://openalex.org/I4210112678"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.59535655,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"217","last_page":"229"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10170","display_name":"Retinal Diseases and Treatments","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7918999791145325},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.727400004863739},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5568000078201294},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.5218999981880188},{"id":"https://openalex.org/keywords/macular-edema","display_name":"Macular edema","score":0.4837000072002411},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.414900004863739},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.40849998593330383},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.3799000084400177}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7918999791145325},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.727400004863739},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6930000185966492},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6079000234603882},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5568000078201294},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.5218999981880188},{"id":"https://openalex.org/C2780347916","wikidata":"https://www.wikidata.org/wiki/Q1813737","display_name":"Macular edema","level":3,"score":0.4837000072002411},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.45989999175071716},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.45179998874664307},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.414900004863739},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.40849998593330383},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3799000084400177},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.35920000076293945},{"id":"https://openalex.org/C2778313320","wikidata":"https://www.wikidata.org/wiki/Q550455","display_name":"Retinopathy","level":3,"score":0.3456999957561493},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C2777093970","wikidata":"https://www.wikidata.org/wiki/Q169342","display_name":"Retina","level":2,"score":0.3061000108718872},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2971999943256378},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.29670000076293945},{"id":"https://openalex.org/C2985127711","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic macular edema","level":4,"score":0.2727000117301941},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.2718000113964081},{"id":"https://openalex.org/C2779735895","wikidata":"https://www.wikidata.org/wiki/Q16873995","display_name":"Optic disc","level":3,"score":0.26489999890327454},{"id":"https://openalex.org/C2776148792","wikidata":"https://www.wikidata.org/wiki/Q3041498","display_name":"Eye disease","level":2,"score":0.2538999915122986}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-0982-9_18","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-0982-9_18","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1969496006","https://openalex.org/W2005409914","https://openalex.org/W2562464652","https://openalex.org/W2752634887","https://openalex.org/W2912072952","https://openalex.org/W2949650786","https://openalex.org/W2955425717","https://openalex.org/W2962835968","https://openalex.org/W3006423879","https://openalex.org/W3092307358","https://openalex.org/W3109312522","https://openalex.org/W3155253807","https://openalex.org/W3174137612","https://openalex.org/W4226325106","https://openalex.org/W4285505717","https://openalex.org/W4289792911","https://openalex.org/W4296070635","https://openalex.org/W4386101206","https://openalex.org/W4386729145","https://openalex.org/W4394877036","https://openalex.org/W4405673640","https://openalex.org/W4407023741","https://openalex.org/W6907187642"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}