{"id":"https://openalex.org/W4402993332","doi":"https://doi.org/10.3233/faia240405","title":"SynthRetina: Revolutionizing Fundus Image Analysis Through Synthetic Data Enhancement","display_name":"SynthRetina: Revolutionizing Fundus Image Analysis Through Synthetic Data Enhancement","publication_year":2024,"publication_date":"2024-09-25","ids":{"openalex":"https://openalex.org/W4402993332","doi":"https://doi.org/10.3233/faia240405"},"language":"en","primary_location":{"id":"doi:10.3233/faia240405","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/faia240405","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://dx.doi.org/10.3233/faia240405","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059282698","display_name":"Najwa Sharaf","orcid":null},"institutions":[{"id":"https://openalex.org/I55952717","display_name":"Universidad Rovira i Virgili","ror":"https://ror.org/00g5sqv46","country_code":"ES","type":"education","lineage":["https://openalex.org/I55952717"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Najwa Sharaf","raw_affiliation_strings":["DEIM, Universitat Rovira i Virgili, Tarragona, Spain"],"affiliations":[{"raw_affiliation_string":"DEIM, Universitat Rovira i Virgili, Tarragona, Spain","institution_ids":["https://openalex.org/I55952717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085126924","display_name":"Hatem A. Rashwan","orcid":"https://orcid.org/0000-0001-5421-1637"},"institutions":[{"id":"https://openalex.org/I55952717","display_name":"Universidad Rovira i Virgili","ror":"https://ror.org/00g5sqv46","country_code":"ES","type":"education","lineage":["https://openalex.org/I55952717"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Hatem A. Rashwan","raw_affiliation_strings":["DEIM, Universitat Rovira i Virgili, Tarragona, Spain"],"affiliations":[{"raw_affiliation_string":"DEIM, Universitat Rovira i Virgili, Tarragona, Spain","institution_ids":["https://openalex.org/I55952717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057237980","display_name":"Saddam Abdulwahab","orcid":"https://orcid.org/0000-0003-0902-7245"},"institutions":[{"id":"https://openalex.org/I55952717","display_name":"Universidad Rovira i Virgili","ror":"https://ror.org/00g5sqv46","country_code":"ES","type":"education","lineage":["https://openalex.org/I55952717"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Saddam Abdulwahab","raw_affiliation_strings":["DEIM, Universitat Rovira i Virgili, Tarragona, Spain"],"affiliations":[{"raw_affiliation_string":"DEIM, Universitat Rovira i Virgili, Tarragona, Spain","institution_ids":["https://openalex.org/I55952717"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004665770","display_name":"Dom\u00e8nec Puig","orcid":"https://orcid.org/0000-0002-0562-4205"},"institutions":[{"id":"https://openalex.org/I55952717","display_name":"Universidad Rovira i Virgili","ror":"https://ror.org/00g5sqv46","country_code":"ES","type":"education","lineage":["https://openalex.org/I55952717"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Domenec Puig","raw_affiliation_strings":["DEIM, Universitat Rovira i Virgili, Tarragona, Spain"],"affiliations":[{"raw_affiliation_string":"DEIM, Universitat Rovira i Virgili, Tarragona, Spain","institution_ids":["https://openalex.org/I55952717"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059282698"],"corresponding_institution_ids":["https://openalex.org/I55952717"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.47227973,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9801999926567078,"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":0.9801999926567078,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.6185443997383118},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5148729085922241},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.41377022862434387},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39500677585601807},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.367486834526062},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3493461012840271},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.25274646282196045},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20296168327331543}],"concepts":[{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.6185443997383118},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5148729085922241},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.41377022862434387},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39500677585601807},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.367486834526062},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3493461012840271},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.25274646282196045},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20296168327331543}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia240405","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/faia240405","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia240405","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/faia240405","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"In":[0],"an":[1,86],"era":[2],"characterized":[3],"by":[4],"the":[5,11,33,40,50,91,110,120,138,143,146,152,173,183],"rapid":[6],"evolution":[7],"of":[8,13,36,42,93,112,145,154,157,175,182,203],"data-driven":[9],"applications,":[10],"generation":[12],"high-quality":[14],"synthetic":[15,113],"data":[16,159,169],"has":[17],"become":[18],"increasingly":[19],"indispensable.":[20],"This":[21,82],"serves":[22],"as":[23],"a":[24,102,106,165,187,197],"crucial":[25],"element":[26],"for":[27,160],"advancing":[28],"research,":[29],"development,":[30,163],"and":[31,52,75,105,162,171,200],"ensuring":[32],"responsible":[34],"management":[35],"sensitive":[37],"information.":[38],"However,":[39],"synthesis":[41],"fundus":[43,98,114,130,176,189,204],"images":[44,115,131,205],"presents":[45],"unique":[46],"challenges":[47],"due":[48],"to":[49,77,95,135,195,207],"intricate":[51],"highly":[53],"detailed":[54],"structures":[55],"inherent":[56],"in":[57,67,127],"retinal":[58],"images.":[59,81,99,148],"While":[60],"Generative":[61],"Adversarial":[62],"Networks":[63],"(GANs)":[64],"show":[65],"promise":[66],"image":[68,177,190],"synthesis,":[69],"they":[70],"often":[71],"encounter":[72],"training":[73],"difficulties":[74],"struggle":[76],"produce":[78,196],"truly":[79],"realistic":[80,201],"paper":[83],"introduces":[84],"SynthRetina,":[85],"innovative":[87],"system":[88],"that":[89,167],"harnesses":[90],"capabilities":[92],"GANs":[94],"generate":[96],"lifelike":[97],"SynthRetina":[100,149,184],"amalgamates":[101],"generator":[103,124],"network":[104,125,140],"discriminator":[107,139],"network,":[108],"facilitating":[109],"creation":[111],"with":[116],"diverse":[117,199],"applications":[118],"across":[119],"medical":[121,158],"field.":[122],"The":[123],"specializes":[126],"transforming":[128],"input":[129],"from":[132],"one":[133],"class":[134],"another,":[136],"while":[137],"rigorously":[141],"evaluates":[142],"authenticity":[144],"generated":[147],"effectively":[150],"addresses":[151],"challenge":[153],"limited":[155],"availability":[156],"research":[161],"offering":[164],"solution":[166],"enhances":[168],"augmentation":[170],"improves":[172],"performance":[174],"classification":[178],"tasks.":[179],"An":[180],"evaluation":[181],"architecture":[185],"using":[186],"real":[188],"dataset":[191],"demonstrates":[192],"its":[193],"ability":[194],"more":[198],"collection":[202],"compared":[206],"other":[208],"GAN-based":[209],"methods.":[210]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}