{"id":"https://openalex.org/W4406089787","doi":"https://doi.org/10.1109/tmi.2025.3525581","title":"Communication Efficient Federated Learning for Multi-Organ Segmentation via Knowledge Distillation With Image Synthesis","display_name":"Communication Efficient Federated Learning for Multi-Organ Segmentation via Knowledge Distillation With Image Synthesis","publication_year":2025,"publication_date":"2025-01-06","ids":{"openalex":"https://openalex.org/W4406089787","doi":"https://doi.org/10.1109/tmi.2025.3525581","pmid":"https://pubmed.ncbi.nlm.nih.gov/40030865"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2025.3525581","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2025.3525581","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","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/A5025743587","display_name":"Soopil Kim","orcid":"https://orcid.org/0000-0001-8937-6263"},"institutions":[{"id":"https://openalex.org/I193352282","display_name":"Daegu Gyeongbuk Institute of Science and Technology","ror":"https://ror.org/03frjya69","country_code":"KR","type":"education","lineage":["https://openalex.org/I193352282"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Soopil Kim","raw_affiliation_strings":["Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]},{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100702736","display_name":"Hee Jung Park","orcid":"https://orcid.org/0000-0001-6278-7812"},"institutions":[{"id":"https://openalex.org/I193352282","display_name":"Daegu Gyeongbuk Institute of Science and Technology","ror":"https://ror.org/03frjya69","country_code":"KR","type":"education","lineage":["https://openalex.org/I193352282"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Heejung Park","raw_affiliation_strings":["Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]},{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038323415","display_name":"Philip Chikontwe","orcid":"https://orcid.org/0000-0002-6995-2312"},"institutions":[{"id":"https://openalex.org/I193352282","display_name":"Daegu Gyeongbuk Institute of Science and Technology","ror":"https://ror.org/03frjya69","country_code":"KR","type":"education","lineage":["https://openalex.org/I193352282"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Philip Chikontwe","raw_affiliation_strings":["Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]},{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013276147","display_name":"Myeongkyun Kang","orcid":"https://orcid.org/0000-0002-9165-870X"},"institutions":[{"id":"https://openalex.org/I193352282","display_name":"Daegu Gyeongbuk Institute of Science and Technology","ror":"https://ror.org/03frjya69","country_code":"KR","type":"education","lineage":["https://openalex.org/I193352282"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myeongkyun Kang","raw_affiliation_strings":["Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]},{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013473290","display_name":"Kyong Hwan Jin","orcid":"https://orcid.org/0000-0001-7885-4792"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyong Hwan Jin","raw_affiliation_strings":["School of Electrical Engineering, Korea University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea University, Seoul, South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015355317","display_name":"Ehsan Adeli","orcid":"https://orcid.org/0000-0002-0579-7763"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ehsan Adeli","raw_affiliation_strings":["Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA","Department of Psychiatry and Behavioral Sciences, Stanford University, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Psychiatry and Behavioral Sciences, Stanford University, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055107125","display_name":"Kilian M. Pohl","orcid":"https://orcid.org/0000-0001-5416-5159"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kilian M. Pohl","raw_affiliation_strings":["Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA","Department of Psychiatry and Behavioral Sciences, Stanford University, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Psychiatry and Behavioral Sciences, Stanford University, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100440925","display_name":"Sang Hyun Park","orcid":"https://orcid.org/0000-0001-7476-1046"},"institutions":[{"id":"https://openalex.org/I193352282","display_name":"Daegu Gyeongbuk Institute of Science and Technology","ror":"https://ror.org/03frjya69","country_code":"KR","type":"education","lineage":["https://openalex.org/I193352282"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sang Hyun Park","raw_affiliation_strings":["Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]},{"raw_affiliation_string":"Department of Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology, Republic of Korea","institution_ids":["https://openalex.org/I193352282"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5025743587"],"corresponding_institution_ids":["https://openalex.org/I193352282"],"apc_list":null,"apc_paid":null,"fwci":6.8844,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95714778,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"44","issue":"5","first_page":"2079","last_page":"2092"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9901000261306763,"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"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9901000261306763,"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":0.7181646823883057},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6412729620933533},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5504454970359802},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5336881875991821},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.4932798743247986},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.48598846793174744},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4233269691467285},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3326704502105713}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7181646823883057},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6412729620933533},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5504454970359802},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5336881875991821},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.4932798743247986},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.48598846793174744},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4233269691467285},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3326704502105713},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"D000465","descriptor_name":"Algorithms","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":"D000465","descriptor_name":"Algorithms","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":"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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2025.3525581","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2025.3525581","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:40030865","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40030865","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 transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1372586559","display_name":null,"funder_award_id":"22-KUJoint-02","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8695539358","display_name":null,"funder_award_id":"22-KUJoint-02","funder_id":"https://openalex.org/F4320320729","funder_display_name":"Department of Information Technology, Ministry of Communications and Information Technology"}],"funders":[{"id":"https://openalex.org/F4320320729","display_name":"Department of Information Technology, Ministry of Communications and Information Technology","ror":"https://ror.org/02z31cn83"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W2051267297","https://openalex.org/W2083927153","https://openalex.org/W2887995258","https://openalex.org/W2910094941","https://openalex.org/W2964950992","https://openalex.org/W2969623892","https://openalex.org/W2979637109","https://openalex.org/W3015788359","https://openalex.org/W3034368386","https://openalex.org/W3034957837","https://openalex.org/W3119373805","https://openalex.org/W3120586607","https://openalex.org/W3176031707","https://openalex.org/W3182158470","https://openalex.org/W3183302989","https://openalex.org/W3189113558","https://openalex.org/W3195545894","https://openalex.org/W3215194618","https://openalex.org/W4205376624","https://openalex.org/W4211041154","https://openalex.org/W4223465214","https://openalex.org/W4224991227","https://openalex.org/W4226101686","https://openalex.org/W4285030669","https://openalex.org/W4304480363","https://openalex.org/W4308636236","https://openalex.org/W4308637617","https://openalex.org/W4312869277","https://openalex.org/W4313065432","https://openalex.org/W4313554955","https://openalex.org/W4361223231","https://openalex.org/W4366996414","https://openalex.org/W4385337015","https://openalex.org/W4385515484","https://openalex.org/W4387211019","https://openalex.org/W4390324348","https://openalex.org/W4393166073","https://openalex.org/W6687045409","https://openalex.org/W6728757088","https://openalex.org/W6730095352","https://openalex.org/W6752029299","https://openalex.org/W6755681954","https://openalex.org/W6756054015","https://openalex.org/W6759238902","https://openalex.org/W6759274242","https://openalex.org/W6759853437","https://openalex.org/W6761274798","https://openalex.org/W6761292208","https://openalex.org/W6773817997","https://openalex.org/W6782937392","https://openalex.org/W6795018396","https://openalex.org/W6795435739","https://openalex.org/W6810484468","https://openalex.org/W6810565495","https://openalex.org/W6840391442","https://openalex.org/W6849803059","https://openalex.org/W6851598876","https://openalex.org/W6902762063"],"related_works":["https://openalex.org/W3026162553","https://openalex.org/W2344382886","https://openalex.org/W19111321","https://openalex.org/W4379231730","https://openalex.org/W2412887479","https://openalex.org/W32245304","https://openalex.org/W2953684491","https://openalex.org/W4285338581","https://openalex.org/W2768175398","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Federated":[0],"learning":[1],"(FL)":[2],"methods":[3],"for":[4,115,157,203],"multi-organ":[5],"segmentation":[6],"in":[7,96,224],"CT":[8,98],"scans":[9],"are":[10,99,125],"gaining":[11],"popularity,":[12],"but":[13],"generally":[14],"require":[15],"numerous":[16],"rounds":[17,208],"of":[18,30,46,52,73,84,92,102,122,142,151,209],"parameter":[19],"exchange":[20],"between":[21,32,169,191],"a":[22,129],"central":[23,130],"server":[24,33,131],"and":[25,34,48,132,171,193],"clients.":[26],"This":[27],"repetitive":[28,56],"sharing":[29,57],"parameters":[31,121],"clients":[35,47,65],"may":[36,66],"not":[37,100],"be":[38],"practical":[39],"due":[40,165],"to":[41,70,128,166,177,187,216],"the":[42,49,71,97,133,143,159],"varying":[43],"network":[44],"infrastructures":[45],"large":[50],"transmission":[51],"data.":[53,195],"Further":[54],"increasing":[55],"results":[58],"from":[59,181],"data":[60,74,154,189],"heterogeneity":[61],"among":[62],"clients,":[63],"i.e.,":[64],"differ":[67],"with":[68,117],"respect":[69],"type":[72],"they":[75,79],"share.":[76],"For":[77],"example,":[78],"might":[80],"provide":[81],"label":[82],"maps":[83],"different":[85],"organs":[86,94],"(i.e.":[87],"partial":[88,118],"labels)":[89],"as":[90,155,184],"segmentations":[91],"all":[93],"shown":[95],"part":[101],"their":[103],"clinical":[104],"protocol.":[105],"To":[106],"this":[107],"end,":[108],"we":[109,175],"propose":[110,176],"an":[111],"efficient":[112],"communication":[113,210,226],"approach":[114,232],"FL":[116,213,227],"labels.":[119],"Specifically,":[120],"local":[123,144,170,194],"models":[124,183],"transmitted":[126],"once":[127],"global":[134],"model":[135,160],"is":[136,162],"trained":[137],"via":[138],"knowledge":[139],"distillation":[140],"(KD)":[141],"models.":[145],"While":[146],"one":[147],"can":[148],"make":[149],"use":[150],"unlabeled":[152],"public":[153,172,192,222],"inputs":[156,186],"KD,":[158],"accuracy":[161],"often":[163],"limited":[164],"distribution":[167],"shifts":[168,190],"datasets.":[173],"Herein,":[174],"generate":[178],"synthetic":[179],"images":[180],"clients'":[182],"additional":[185,204],"mitigate":[188],"In":[196],"addition,":[197],"our":[198,231],"proposed":[199],"method":[200],"offers":[201],"flexibility":[202],"finetuning":[205],"through":[206],"several":[207],"using":[211],"existing":[212],"algorithms,":[214],"leading":[215],"enhanced":[217],"performance.":[218],"Extensive":[219],"evaluation":[220],"on":[221],"datasets":[223],"few":[225],"scenario":[228],"reveals":[229],"that":[230],"substantially":[233],"improves":[234],"over":[235],"state-of-the-art":[236],"methods.":[237]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}