{"id":"https://openalex.org/W4295513455","doi":"https://doi.org/10.1109/embc48229.2022.9871617","title":"Collaborative Deep Learning for Privacy Preserving Diabetic Retinopathy Detection","display_name":"Collaborative Deep Learning for Privacy Preserving Diabetic Retinopathy Detection","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295513455","doi":"https://doi.org/10.1109/embc48229.2022.9871617","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086040"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871617","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5060643572","display_name":"Mahmut Karakaya","orcid":"https://orcid.org/0000-0001-5087-0918"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahmut Karakaya","raw_affiliation_strings":["Kennesaw State University,Marietta,GA,USA,30064"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Marietta,GA,USA,30064","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070184068","display_name":"Ramazan Ayg\u00fcn","orcid":"https://orcid.org/0000-0001-7244-7475"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramazan S. Aygun","raw_affiliation_strings":["Kennesaw State University,Marietta,GA,USA,30064"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Marietta,GA,USA,30064","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017233177","display_name":"Ahmed B. Sallam","orcid":"https://orcid.org/0000-0001-7207-6782"},"institutions":[{"id":"https://openalex.org/I79620101","display_name":"University of Arkansas for Medical Sciences","ror":"https://ror.org/00xcryt71","country_code":"US","type":"education","lineage":["https://openalex.org/I79620101"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed B. Sallam","raw_affiliation_strings":["ophthalmologist at University of Arkansas for Medical Sciences,Little Rock,AR,USA,72205"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ophthalmologist at University of Arkansas for Medical Sciences,Little Rock,AR,USA,72205","institution_ids":["https://openalex.org/I79620101"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2115,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.80998546,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2022","issue":null,"first_page":"2181","last_page":"2184"},"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":0.9968000054359436,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9855999946594238,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8568738698959351},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7715839147567749},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6528370976448059},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6351112723350525},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5752949118614197},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4830063581466675},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.42828595638275146},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36744317412376404},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36688342690467834}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8568738698959351},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7715839147567749},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6528370976448059},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6351112723350525},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5752949118614197},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4830063581466675},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.42828595638275146},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36744317412376404},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36688342690467834}],"mesh":[{"descriptor_ui":"D000073919","descriptor_name":"Interdisciplinary Placement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000073919","descriptor_name":"Interdisciplinary Placement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000073919","descriptor_name":"Interdisciplinary Placement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003930","descriptor_name":"Diabetic Retinopathy","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003930","descriptor_name":"Diabetic Retinopathy","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003930","descriptor_name":"Diabetic Retinopathy","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871617","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086040","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086040","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.4399999976158142,"display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W615032162","https://openalex.org/W1969496006","https://openalex.org/W2073244572","https://openalex.org/W2163605009","https://openalex.org/W2183341477","https://openalex.org/W2598442119","https://openalex.org/W2791338647","https://openalex.org/W2981826026","https://openalex.org/W3040372498","https://openalex.org/W6619097749","https://openalex.org/W6684191040","https://openalex.org/W6769004243","https://openalex.org/W6907187642"],"related_works":["https://openalex.org/W3192840557","https://openalex.org/W3091976719","https://openalex.org/W3018421652","https://openalex.org/W3014300295","https://openalex.org/W4220996320","https://openalex.org/W4312200629","https://openalex.org/W4285149559","https://openalex.org/W3021430260","https://openalex.org/W4382286161","https://openalex.org/W4386213806"],"abstract_inverted_index":{"Convolutional":[0],"Neural":[1],"Networks":[2],"(CNNs)":[3],"are":[4,91],"an":[5],"emerging":[6],"research":[7],"area":[8],"for":[9,146],"detection":[10,193],"of":[11,30,52,78,203],"Diabetic":[12],"Retinopathy":[13],"(DR)":[14],"development":[15],"in":[16,54,80],"fundus":[17],"images":[18,53],"with":[19,71,93,98,112,200],"highly":[20],"reliable":[21],"results.":[22],"However,":[23],"its":[24,174],"accuracy":[25,194],"depends":[26],"on":[27,47,105,182,186],"the":[28,41,44,76,99,109,113,129,134,150,155,163,179,201],"availability":[29],"big":[31],"datasets":[32,73,79,117,172,205,209],"to":[33,40,67,120,125,139,154,197],"train":[34,68],"such":[35],"a":[36,63,81],"deep":[37],"network.":[38],"Due":[39],"privacy":[42,77],"concerns,":[43],"strict":[45],"rules":[46],"medical":[48],"data":[49],"limit":[50],"accessibility":[51],"publicly":[55,101],"available":[56,102],"datasets.":[57],"In":[58],"this":[59,158],"paper,":[60],"we":[61],"propose":[62],"collaborative":[64],"learning":[65,83,131],"approach":[66],"CNN":[69,89,110],"models":[70],"multiple":[72],"while":[74],"preserving":[75],"distributed":[82],"environment":[84],"without":[85],"sharing":[86],"them.":[87],"First,":[88],"networks":[90],"trained":[92],"private":[94],"datasets,":[95,191],"and":[96,168,173,207],"tested":[97],"same":[100],"images.":[103],"Based":[104,181],"their":[106],"initial":[107],"accuracies,":[108],"model":[111],"lowest":[114,122,151],"performance":[115,175],"among":[116],"is":[118,137,144,165,176,195],"forwarded":[119,138],"second":[121],"performed":[123,152],"dataset":[124,148,153],"retrain":[126],"it":[127],"using":[128,170],"transfer":[130],"approach.":[132],"Then,":[133],"retrained":[135,166],"network":[136,164],"next":[140],"dataset.":[141],"This":[142],"procedure":[143],"repeated":[145],"each":[147],"from":[149],"highest.":[156],"With":[157],"ascending":[159],"chain":[160],"order":[161],"fashion,":[162],"again":[167,169],"different":[171,188],"improved":[177],"over":[178],"time.":[180],"our":[183],"experimental":[184],"results":[185],"five":[187],"retina":[189],"image":[190],"DR":[192],"increased":[196],"93.5%":[198],"compared":[199],"accuracies":[202],"merged":[204],"(84%)":[206],"individual":[208],"(73%,":[210],"78%,":[211],"83%,":[212],"85%).":[213]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
