{"id":"https://openalex.org/W4410296196","doi":"https://doi.org/10.1109/isbi60581.2025.10980733","title":"IPMN Risk Assessment Under Federated Learning Paradigm","display_name":"IPMN Risk Assessment Under Federated Learning Paradigm","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410296196","doi":"https://doi.org/10.1109/isbi60581.2025.10980733"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10980733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","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/A5002608156","display_name":"Hongyi Pan","orcid":"https://orcid.org/0000-0001-9421-3936"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hongyi Pan","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112953854","display_name":"Ziliang Hong","orcid":null},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ziliang Hong","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033826718","display_name":"G\u00f6rkem Durak","orcid":"https://orcid.org/0000-0002-1608-1955"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gorkem Durak","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072616384","display_name":"Elif Kele\u015f","orcid":"https://orcid.org/0000-0001-8103-797X"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elif Keles","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114601749","display_name":"Halil Ertugrul Aktas","orcid":null},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Halil Ertugrul Aktas","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098767843","display_name":"Yavuz Taktak","orcid":null},"institutions":[{"id":"https://openalex.org/I67581229","display_name":"Istanbul University","ror":"https://ror.org/03a5qrr21","country_code":"TR","type":"education","lineage":["https://openalex.org/I67581229"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Yavuz Taktak","raw_affiliation_strings":["Istanbul University,Istanbul Faculty of Medicine,Department of Radiology,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Istanbul University,Istanbul Faculty of Medicine,Department of Radiology,Istanbul,Turkey","institution_ids":["https://openalex.org/I67581229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112971868","display_name":"Alpay Medetalibeyo\u011flu","orcid":"https://orcid.org/0000-0002-3024-4036"},"institutions":[{"id":"https://openalex.org/I67581229","display_name":"Istanbul University","ror":"https://ror.org/03a5qrr21","country_code":"TR","type":"education","lineage":["https://openalex.org/I67581229"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Alpay Medetalibeyoglu","raw_affiliation_strings":["Istanbul University,Istanbul Faculty of Medicine,Department of Internal Medicine,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Istanbul University,Istanbul Faculty of Medicine,Department of Internal Medicine,Istanbul,Turkey","institution_ids":["https://openalex.org/I67581229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100691430","display_name":"Zheyuan Zhang","orcid":"https://orcid.org/0000-0002-4146-0164"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zheyuan Zhang","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066776275","display_name":"Yury Velichko","orcid":"https://orcid.org/0000-0002-2287-5727"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yury Velichko","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075815307","display_name":"Concetto Spampinato","orcid":"https://orcid.org/0000-0001-6653-2577"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Concetto Spampinato","raw_affiliation_strings":["University of Catania,Department of Electrical, Electronic and Computer Engineering,Catania,Italy"],"affiliations":[{"raw_affiliation_string":"University of Catania,Department of Electrical, Electronic and Computer Engineering,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075546358","display_name":"Ivo G. Schoots","orcid":"https://orcid.org/0000-0002-9804-0603"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ivo Schoots","raw_affiliation_strings":["Erasmus Medical Center,Department of Radiology and Nuclear Medicine,Rotterdam,Netherlands"],"affiliations":[{"raw_affiliation_string":"Erasmus Medical Center,Department of Radiology and Nuclear Medicine,Rotterdam,Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042869763","display_name":"Marco J. Bruno","orcid":"https://orcid.org/0000-0001-9181-5499"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marco J. Bruno","raw_affiliation_strings":["Erasmus Medical Center,Department of Gastroenterology and Hepatology,Rotterdam,Netherlands"],"affiliations":[{"raw_affiliation_string":"Erasmus Medical Center,Department of Gastroenterology and Hepatology,Rotterdam,Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048005554","display_name":"Pallavi Tiwari","orcid":"https://orcid.org/0009-0004-3050-8531"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pallavi Tiwari","raw_affiliation_strings":["University of Wisconsin,Department of Biomedical Engineering and Radiology,Madison,WI,USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin,Department of Biomedical Engineering and Radiology,Madison,WI,USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055352623","display_name":"Candice W. Bolan","orcid":"https://orcid.org/0000-0002-9847-3599"},"institutions":[{"id":"https://openalex.org/I2801572250","display_name":"Jacksonville College","ror":"https://ror.org/03a9t7g49","country_code":"US","type":"education","lineage":["https://openalex.org/I2801572250"]},{"id":"https://openalex.org/I4210146710","display_name":"Mayo Clinic in Florida","ror":"https://ror.org/03zzw1w08","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723","https://openalex.org/I4210146710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Candice Bolan","raw_affiliation_strings":["Mayo Clinic,Division of Gastroenterology and Hepatology,Jacksonville,FL,USA"],"affiliations":[{"raw_affiliation_string":"Mayo Clinic,Division of Gastroenterology and Hepatology,Jacksonville,FL,USA","institution_ids":["https://openalex.org/I2801572250","https://openalex.org/I4210146710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066665388","display_name":"Tamas A. Gonda","orcid":"https://orcid.org/0000-0002-0093-3738"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tamas Gonda","raw_affiliation_strings":["New York University,Division of Gastroenterology and Hepatology,New York,NY,USA"],"affiliations":[{"raw_affiliation_string":"New York University,Division of Gastroenterology and Hepatology,New York,NY,USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003643623","display_name":"Frank Miller","orcid":null},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frank Miller","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007181969","display_name":"Rajesh N. Keswani","orcid":"https://orcid.org/0000-0002-9196-2138"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rajesh N. Keswani","raw_affiliation_strings":["Northwestern University,Department of Gastroenterology and Hepatology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Gastroenterology and Hepatology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010559287","display_name":"Michael B. Wallace","orcid":"https://orcid.org/0000-0002-6446-5785"},"institutions":[{"id":"https://openalex.org/I2801572250","display_name":"Jacksonville College","ror":"https://ror.org/03a9t7g49","country_code":"US","type":"education","lineage":["https://openalex.org/I2801572250"]},{"id":"https://openalex.org/I4210146710","display_name":"Mayo Clinic in Florida","ror":"https://ror.org/03zzw1w08","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723","https://openalex.org/I4210146710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael B. Wallace","raw_affiliation_strings":["Mayo Clinic,Division of Gastroenterology and Hepatology,Jacksonville,FL,USA"],"affiliations":[{"raw_affiliation_string":"Mayo Clinic,Division of Gastroenterology and Hepatology,Jacksonville,FL,USA","institution_ids":["https://openalex.org/I2801572250","https://openalex.org/I4210146710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039608149","display_name":"Ziyue Xu","orcid":"https://orcid.org/0000-0002-5728-6869"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ziyue Xu","raw_affiliation_strings":["NVIDIA,Bethesda,MD,USA"],"affiliations":[{"raw_affiliation_string":"NVIDIA,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030188696","display_name":"Ula\u015f Ba\u011fc\u0131","orcid":"https://orcid.org/0000-0001-7379-6829"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ulas Bagci","raw_affiliation_strings":["Northwestern University,Department of Radiology,Chicago,IL,USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":20,"corresponding_author_ids":["https://openalex.org/A5002608156"],"corresponding_institution_ids":["https://openalex.org/I111979921"],"apc_list":null,"apc_paid":null,"fwci":2.8727,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90806733,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.6420999765396118,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.6420999765396118,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T13038","display_name":"Internet of Things and AI","score":0.6252999901771545,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7170553803443909}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7170553803443909}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi60581.2025.10980733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.eur.nl:publications/34181434-e559-4197-9069-390d1d64ffed","is_oa":false,"landing_page_url":"https://pure.eur.nl/en/publications/34181434-e559-4197-9069-390d1d64ffed","pdf_url":null,"source":{"id":"https://openalex.org/S4306401266","display_name":"EUR Research Repository (Erasmus University Rotterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I913958620","host_organization_name":"Erasmus University Rotterdam","host_organization_lineage":["https://openalex.org/I913958620"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pan, H, Hong, Z, Durak, G, Keles, E, Aktas, H E, Taktak, Y, Medetalibeyoglu, A, Zhang, Z, Velichko, Y, Spampinato, C, Schoots, I, Bruno, M J, Tiwari, P, Bolan, C, Gonda, T, Miller, F, Keswani, R N, Wallace, M B, Xu, Z & Bagci, U 2025, IPMN Risk Assessment Under Federated Learning Paradigm. in 2025 IEEE 22nd International Symposium on Biomedical Imaging. IEEE Computer Society, Proceedings - International Symposium on Biomedical Imaging, 22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025, Houston, United States, 14/04/25. https://doi.org/10.1109/ISBI60581.2025.10980733","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2883780447","https://openalex.org/W2954363634","https://openalex.org/W2963036934","https://openalex.org/W2963163009","https://openalex.org/W2963446712","https://openalex.org/W3086809868","https://openalex.org/W3123459983","https://openalex.org/W4221141759","https://openalex.org/W4294975305","https://openalex.org/W4386066535","https://openalex.org/W4390871389","https://openalex.org/W4393191392","https://openalex.org/W4404171396","https://openalex.org/W4408353949","https://openalex.org/W6728757088","https://openalex.org/W6757817989","https://openalex.org/W6759238902","https://openalex.org/W6762718338","https://openalex.org/W6766978945","https://openalex.org/W6781318954","https://openalex.org/W6839016350","https://openalex.org/W6839029159","https://openalex.org/W6846418509"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Accurate":[0],"classification":[1,30,68,98],"of":[2,75],"Intraductal":[3],"Papillary":[4],"Mucinous":[5],"Neoplasms":[6],"(IPMN)":[7],"is":[8],"essential":[9],"for":[10,27,66,83],"identifying":[11],"high-risk":[12],"cases":[13],"that":[14,91],"require":[15],"timely":[16],"intervention.":[17],"In":[18],"this":[19],"study,":[20],"we":[21],"develop":[22],"a":[23,32,113],"federated":[24,81,93],"learning":[25,94,103],"framework":[26],"multi-center":[28],"IPMN":[29,50,67,118],"utilizing":[31],"comprehensive":[33],"pancreas":[34],"MRI":[35,45],"dataset.":[36],"This":[37,110],"dataset":[38,65],"includes":[39],"652":[40],"T1-weighted":[41],"and":[42,62,80,122],"655":[43],"T2-weighted":[44],"images,":[46],"accompanied":[47],"by":[48],"corresponding":[49],"risk":[51],"scores":[52],"from":[53],"7":[54],"leading":[55],"medical":[56],"institutions,":[57],"making":[58],"it":[59],"the":[60,73,92],"largest":[61],"most":[63],"diverse":[64],"to":[69,101],"date.":[70],"We":[71],"assess":[72],"performance":[74],"DenseNet-121":[76],"in":[77,116],"both":[78],"centralized":[79,102],"settings":[82],"training":[84,125],"on":[85],"distributed":[86],"data.":[87],"Our":[88],"results":[89],"demonstrate":[90],"approach":[95],"achieves":[96],"high":[97],"accuracy":[99],"comparable":[100],"while":[104],"ensuring":[105],"data":[106],"privacy":[107],"across":[108,126],"institutions.":[109],"work":[111],"marks":[112],"significant":[114],"advancement":[115],"collaborative":[117],"classification,":[119],"facilitating":[120],"secure":[121],"high-accuracy":[123],"model":[124],"multiple":[127],"centers.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}
