{"id":"https://openalex.org/W4411551792","doi":"https://doi.org/10.1109/jbhi.2025.3546300","title":"Federated Autoencoder Model for Secure Medical Image Analysis With Privacy Preservation and Assurance","display_name":"Federated Autoencoder Model for Secure Medical Image Analysis With Privacy Preservation and Assurance","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W4411551792","doi":"https://doi.org/10.1109/jbhi.2025.3546300","pmid":"https://pubmed.ncbi.nlm.nih.gov/40549528"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3546300","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3546300","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","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/A5088967010","display_name":"Saeed Iqbal","orcid":"https://orcid.org/0000-0002-3176-4658"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Saeed Iqbal","raw_affiliation_strings":["College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-3176-4658","affiliations":[{"raw_affiliation_string":"College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026797013","display_name":"Adnan N. Qureshi","orcid":"https://orcid.org/0000-0003-4505-630X"},"institutions":[{"id":"https://openalex.org/I210300861","display_name":"Newman University","ror":"https://ror.org/009tnsj43","country_code":"GB","type":"education","lineage":["https://openalex.org/I210300861"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Adnan N. Qureshi","raw_affiliation_strings":["Faculty of Arts, Society and Professional Studies, Newman University, Birmingham, U.K"],"raw_orcid":"https://orcid.org/0000-0003-4505-630X","affiliations":[{"raw_affiliation_string":"Faculty of Arts, Society and Professional Studies, Newman University, Birmingham, U.K","institution_ids":["https://openalex.org/I210300861"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005820254","display_name":"Abdulatif Alabdulatif","orcid":"https://orcid.org/0000-0002-3167-8020"},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdulatif Alabdultif","raw_affiliation_strings":["Department of Computer Science, College of Computer, Qassim University, Buraydah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3167-8020","affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computer, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071662846","display_name":"Faheem Khan","orcid":"https://orcid.org/0000-0001-6220-0225"},"institutions":[{"id":"https://openalex.org/I12832649","display_name":"Gachon University","ror":"https://ror.org/03ryywt80","country_code":"KR","type":"education","lineage":["https://openalex.org/I12832649"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Faheem Khan","raw_affiliation_strings":["Department of Computer Engineering, Gachon University, Seongnam-si, South Korea"],"raw_orcid":"https://orcid.org/0000-0001-6220-0225","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Gachon University, Seongnam-si, South Korea","institution_ids":["https://openalex.org/I12832649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037977430","display_name":"Rutvij H. Jhaveri","orcid":"https://orcid.org/0000-0002-3285-7346"},"institutions":[{"id":"https://openalex.org/I33586908","display_name":"Pandit Deendayal Energy University","ror":"https://ror.org/02nsv5p42","country_code":"IN","type":"education","lineage":["https://openalex.org/I33586908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rutvij H. Jhaveri","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Technology, Pandit Deendayal Energy University, Gandhinagar, India","Department of Computer Science and Engineering, School of Technology, Pandit Deendayal Energy University, India"],"raw_orcid":"https://orcid.org/0000-0002-3285-7346","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Technology, Pandit Deendayal Energy University, Gandhinagar, India","institution_ids":["https://openalex.org/I33586908"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Technology, Pandit Deendayal Energy University, India","institution_ids":["https://openalex.org/I33586908"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19555863,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"5","first_page":"3665","last_page":"3677"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13608","display_name":"Advanced Computational Techniques in Science and Engineering","score":0.7876999974250793,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13608","display_name":"Advanced Computational Techniques in Science and Engineering","score":0.7876999974250793,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.7836999893188477,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.7613999843597412,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.7144116759300232},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.5863354802131653},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5379555225372314},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5034067034721375},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.47901028394699097},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4441404640674591},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3845491409301758},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3768793046474457},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3722861409187317},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.15396595001220703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7144116759300232},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.5863354802131653},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5379555225372314},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5034067034721375},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.47901028394699097},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4441404640674591},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3845491409301758},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3768793046474457},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3722861409187317},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.15396595001220703}],"mesh":[{"descriptor_ui":"D000098446","descriptor_name":"Autoencoder","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003219","descriptor_name":"Confidentiality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2025.3546300","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3546300","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40549528","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40549528","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2593274190","display_name":null,"funder_award_id":"62327808","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4535892621","display_name":null,"funder_award_id":"62171288","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5291921213","display_name":null,"funder_award_id":"JCYJ20230808105212023","funder_id":"https://openalex.org/F4320335803","funder_display_name":"Shenzhen Fundamental Research and Discipline Layout project"},{"id":"https://openalex.org/G6052536209","display_name":null,"funder_award_id":"62403326","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335803","display_name":"Shenzhen Fundamental Research and Discipline Layout project","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W3195097297","https://openalex.org/W4225340788","https://openalex.org/W3038106605","https://openalex.org/W2513267613","https://openalex.org/W3049084372","https://openalex.org/W2528109871","https://openalex.org/W2940702331","https://openalex.org/W2905822832","https://openalex.org/W2240244939"],"abstract_inverted_index":{"This":[0,99],"paper":[1],"addresses":[2],"the":[3,65,71,78,83,125,133,143],"challenge":[4],"of":[5,85,145],"enhancing":[6],"medical":[7,39,89,120,153],"imaging":[8,121],"analysis":[9,103,117,155],"on":[10,42],"edge":[11,43,134],"devices":[12],"while":[13,53,104,156],"maintaining":[14,54,105,157],"patient":[15,106],"privacy":[16,34],"and":[17,33,35,70,96,118,123,159,165,172,180],"security.":[18],"In":[19],"this":[20],"paper,":[21],"we":[22],"present":[23],"a":[24],"novel":[25],"federated":[26],"autoencoder":[27],"model,":[28],"U-NeTrans,":[29],"which":[30],"prioritizes":[31],"security":[32,158],"is":[36,62],"designed":[37],"for":[38,101,114,151],"image":[40,154],"reconstruction":[41,94],"devices.":[44],"U-NeTrans":[45,81,146],"uses":[46],"random":[47],"masking":[48],"to":[49,76,127,148,175],"increase":[50],"training":[51],"complexity":[52],"manageability":[55],"by":[56,64,91],"using":[57,73],"partial":[58],"data.":[59],"Data":[60],"secrecy":[61],"ensured":[63],"encoder":[66],"processing":[67],"visible":[68],"patches":[69],"decoder":[72],"encoded":[74],"data":[75],"reassemble":[77],"original":[79],"image.":[80],"improves":[82],"representation":[84],"high-order":[86],"features":[87],"in":[88],"images":[90],"combining":[92],"auxiliary":[93],"tasks":[95],"contrastive":[97],"loss.":[98],"allows":[100],"precise":[102],"privacy.":[107,160],"The":[108],"proposed":[109],"method":[110],"has":[111],"wide":[112],"ramifications":[113],"chest":[115],"X-ray":[116],"other":[119],"applications":[122],"offers":[124],"potential":[126],"improve":[128],"healthcare":[129],"device":[130],"capabilities":[131],"at":[132],"significantly.":[135],"Comparative":[136],"experimental":[137],"results":[138],"with":[139],"benchmark":[140],"datasets":[141],"highlight":[142],"effectiveness":[144],"compared":[147],"state-of-the-art":[149],"approaches":[150],"edge-based":[152],"Accuracy,":[161],"precision,":[162],"sensitivity,":[163],"specificity,":[164],"AUROC":[166],"are":[167,173],"measured":[168],"across":[169],"multiple":[170],"scales":[171],"shown":[174],"total":[176],"98.97%,":[177],"98.68%,":[178],"98.73%,":[179],"99.19%,":[181],"respectively.":[182]},"counts_by_year":[],"updated_date":"2026-05-07T06:04:25.777469","created_date":"2025-10-10T00:00:00"}