{"id":"https://openalex.org/W3201014120","doi":"https://doi.org/10.1007/978-3-030-85713-4_1","title":"Prediction of Epiretinal Membrane from Retinal Fundus Images Using Deep Learning","display_name":"Prediction of Epiretinal Membrane from Retinal Fundus Images Using Deep Learning","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3201014120","doi":"https://doi.org/10.1007/978-3-030-85713-4_1","mag":"3201014120"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-85713-4_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-85713-4_1","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/A5055343848","display_name":"\u00c1ngela Casado-Garc\u00eda","orcid":"https://orcid.org/0000-0003-4434-4764"},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"\u00c1ngela Casado-Garc\u00eda","raw_affiliation_strings":["Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain","institution_ids":["https://openalex.org/I168974976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024422819","display_name":"Manuel Garc\u00eda-Dom\u00ednguez","orcid":"https://orcid.org/0000-0002-1910-5035"},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Garc\u00eda-Dom\u00ednguez","raw_affiliation_strings":["Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain","institution_ids":["https://openalex.org/I168974976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008590671","display_name":"J\u00f3nathan Heras","orcid":"https://orcid.org/0000-0003-4775-1306"},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J\u00f3nathan Heras","raw_affiliation_strings":["Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain","institution_ids":["https://openalex.org/I168974976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027687796","display_name":"Adri\u00e1n In\u00e9s","orcid":"https://orcid.org/0000-0002-6989-1636"},"institutions":[{"id":"https://openalex.org/I168974976","display_name":"Universidad de La Rioja","ror":"https://ror.org/0553yr311","country_code":"ES","type":"education","lineage":["https://openalex.org/I168974976"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Adri\u00e1n In\u00e9s","raw_affiliation_strings":["Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Universidad de La Rioja, Logrono, Spain","institution_ids":["https://openalex.org/I168974976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091082574","display_name":"D\u00eddac Royo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Didac Royo","raw_affiliation_strings":["Optretina, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Optretina, Barcelona, Spain","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039920166","display_name":"Miguel \u00c1ngel Zapata","orcid":"https://orcid.org/0000-0002-6777-0902"},"institutions":[{"id":"https://openalex.org/I4210127641","display_name":"Vall d'Hebron Hospital Universitari","ror":"https://ror.org/03ba28x55","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210127641"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel \u00c1ngel Zapata","raw_affiliation_strings":["Hospital Vall Hebron, Barcelona, Spain","Optretina, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Hospital Vall Hebron, Barcelona, Spain","institution_ids":["https://openalex.org/I4210127641"]},{"raw_affiliation_string":"Optretina, Barcelona, Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5055343848"],"corresponding_institution_ids":["https://openalex.org/I168974976"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":4.957,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.95919347,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"3","last_page":"13"},"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.995199978351593,"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"}},{"id":"https://openalex.org/T12599","display_name":"Retinal and Optic Conditions","score":0.991599977016449,"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/computer-science","display_name":"Computer science","score":0.8065706491470337},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.7197567820549011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7157079577445984},{"id":"https://openalex.org/keywords/epiretinal-membrane","display_name":"Epiretinal membrane","score":0.594327986240387},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5733481049537659},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.5463035106658936},{"id":"https://openalex.org/keywords/glaucoma","display_name":"Glaucoma","score":0.508262574672699},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.42581111192703247},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.40415650606155396},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.3910611569881439},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.2873421311378479},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18063649535179138},{"id":"https://openalex.org/keywords/visual-acuity","display_name":"Visual acuity","score":0.09969732165336609}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8065706491470337},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.7197567820549011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7157079577445984},{"id":"https://openalex.org/C2781325737","wikidata":"https://www.wikidata.org/wiki/Q2282783","display_name":"Epiretinal membrane","level":4,"score":0.594327986240387},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5733481049537659},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.5463035106658936},{"id":"https://openalex.org/C2778527774","wikidata":"https://www.wikidata.org/wiki/Q159701","display_name":"Glaucoma","level":2,"score":0.508262574672699},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.42581111192703247},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40415650606155396},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.3910611569881439},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.2873421311378479},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18063649535179138},{"id":"https://openalex.org/C2778257484","wikidata":"https://www.wikidata.org/wiki/Q555066","display_name":"Visual acuity","level":2,"score":0.09969732165336609},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C2781242345","wikidata":"https://www.wikidata.org/wiki/Q924295","display_name":"Vitrectomy","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-85713-4_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-85713-4_1","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"},{"id":"pmh:oai:portal.dialnet.es:doc/616108a00e85073089e37aa1","is_oa":false,"landing_page_url":"https://investigacion.unirioja.es/documentos/616108a00e85073089e37aa1","pdf_url":null,"source":{"id":"https://openalex.org/S4306402551","display_name":"RIUR (Universidad de La Rioja)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I3032752892","host_organization_name":"Universidad Internacional de La Rioja","host_organization_lineage":["https://openalex.org/I3032752892"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/acceptedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W305056186","https://openalex.org/W1849277567","https://openalex.org/W2075721821","https://openalex.org/W2121228518","https://openalex.org/W2156163116","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2399340799","https://openalex.org/W2498672755","https://openalex.org/W2518108298","https://openalex.org/W2557738935","https://openalex.org/W2564670900","https://openalex.org/W2765407302","https://openalex.org/W2955425717","https://openalex.org/W2962793481","https://openalex.org/W2962835968","https://openalex.org/W2964054038","https://openalex.org/W2964081807","https://openalex.org/W2964201867","https://openalex.org/W2969825080","https://openalex.org/W2970803838","https://openalex.org/W2970971581","https://openalex.org/W2981453168","https://openalex.org/W2994689640","https://openalex.org/W3006229125","https://openalex.org/W3006436762","https://openalex.org/W3013523625","https://openalex.org/W3014641072","https://openalex.org/W3016719260","https://openalex.org/W3027233270","https://openalex.org/W3092462775","https://openalex.org/W3094502228","https://openalex.org/W3098350627","https://openalex.org/W3113214702","https://openalex.org/W3119786062","https://openalex.org/W3128220181","https://openalex.org/W3170874841","https://openalex.org/W6600281463","https://openalex.org/W6745136726","https://openalex.org/W6766196973","https://openalex.org/W6767164110"],"related_works":["https://openalex.org/W1980571360","https://openalex.org/W3176448898","https://openalex.org/W4379115808","https://openalex.org/W3207986206","https://openalex.org/W2554284482","https://openalex.org/W2429379476","https://openalex.org/W2744576618","https://openalex.org/W1979866946","https://openalex.org/W4226141369","https://openalex.org/W2413307231"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}