{"id":"https://openalex.org/W4392903284","doi":"https://doi.org/10.1109/icassp48485.2024.10447912","title":"Fedsoda: Federated Cross-Assessment and Dynamic Aggregation for Histopathology Segmentation","display_name":"Fedsoda: Federated Cross-Assessment and Dynamic Aggregation for Histopathology Segmentation","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392903284","doi":"https://doi.org/10.1109/icassp48485.2024.10447912"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10447912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5100326592","display_name":"Yuan Zhang","orcid":"https://orcid.org/0000-0003-2726-2855"},"institutions":[{"id":"https://openalex.org/I4210100356","display_name":"Ministry of Education","ror":"https://ror.org/018f7hf93","country_code":"CL","type":"government","lineage":["https://openalex.org/I4210100356"]}],"countries":["CL"],"is_corresponding":true,"raw_author_name":"Yuan Zhang","raw_affiliation_strings":["Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","institution_ids":["https://openalex.org/I4210100356"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)","institution_ids":["https://openalex.org/I4210100356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026067769","display_name":"Yaolei Qi","orcid":"https://orcid.org/0000-0002-8531-7386"},"institutions":[{"id":"https://openalex.org/I4210100356","display_name":"Ministry of Education","ror":"https://ror.org/018f7hf93","country_code":"CL","type":"government","lineage":["https://openalex.org/I4210100356"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Yaolei Qi","raw_affiliation_strings":["Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","institution_ids":["https://openalex.org/I4210100356"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)","institution_ids":["https://openalex.org/I4210100356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085738793","display_name":"Xiaoming Qi","orcid":"https://orcid.org/0000-0002-3238-2002"},"institutions":[{"id":"https://openalex.org/I4210100356","display_name":"Ministry of Education","ror":"https://ror.org/018f7hf93","country_code":"CL","type":"government","lineage":["https://openalex.org/I4210100356"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Xiaoming Qi","raw_affiliation_strings":["Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","institution_ids":["https://openalex.org/I4210100356"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)","institution_ids":["https://openalex.org/I4210100356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028457159","display_name":"Lotfi Senhadji","orcid":"https://orcid.org/0000-0001-9434-6341"},"institutions":[{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210090971","display_name":"Southeast University","ror":"https://ror.org/00cf0ab87","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210090971"]},{"id":"https://openalex.org/I4210105651","display_name":"Laboratoire Traitement du Signal et de l'Image","ror":"https://ror.org/01f1amm71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I154526488","https://openalex.org/I4210105651","https://openalex.org/I4210105774","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["BD","FR"],"is_corresponding":false,"raw_author_name":"Lotfi Senhadji","raw_affiliation_strings":["Southeast University,Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing","Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, Southeast University","Inserm, LTSI, UMR 1099, University of Rennes"],"affiliations":[{"raw_affiliation_string":"Southeast University,Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing","institution_ids":["https://openalex.org/I4210090971"]},{"raw_affiliation_string":"Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, Southeast University","institution_ids":["https://openalex.org/I4210090971"]},{"raw_affiliation_string":"Inserm, LTSI, UMR 1099, University of Rennes","institution_ids":["https://openalex.org/I4210105651","https://openalex.org/I56067802","https://openalex.org/I154526488"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081352122","display_name":"Yongyue Wei","orcid":"https://orcid.org/0000-0002-1132-1796"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210096256","display_name":"Office of Readiness and Response","ror":"https://ror.org/00sdb8f83","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1289490764","https://openalex.org/I1299022934","https://openalex.org/I4210096256"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Yongyue Wei","raw_affiliation_strings":["Peking University,Public Health and Epidemic Preparedness and Response Center","Public Health and Epidemic Preparedness and Response Center, Peking University"],"affiliations":[{"raw_affiliation_string":"Peking University,Public Health and Epidemic Preparedness and Response Center","institution_ids":["https://openalex.org/I4210096256"]},{"raw_affiliation_string":"Public Health and Epidemic Preparedness and Response Center, Peking University","institution_ids":["https://openalex.org/I4210096256","https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352749","display_name":"Feng Chen","orcid":"https://orcid.org/0000-0003-3508-8834"},"institutions":[{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Chen","raw_affiliation_strings":["Nanjing Medical University,School of Public Health,Department of Biostatistics","Department of Biostatistics, School of Public Health, Nanjing Medical University"],"affiliations":[{"raw_affiliation_string":"Nanjing Medical University,School of Public Health,Department of Biostatistics","institution_ids":["https://openalex.org/I83519826"]},{"raw_affiliation_string":"Department of Biostatistics, School of Public Health, Nanjing Medical University","institution_ids":["https://openalex.org/I83519826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049077061","display_name":"Guanyu Yang","orcid":"https://orcid.org/0000-0003-3704-1722"},"institutions":[{"id":"https://openalex.org/I4210090971","display_name":"Southeast University","ror":"https://ror.org/00cf0ab87","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210090971"]},{"id":"https://openalex.org/I4210100356","display_name":"Ministry of Education","ror":"https://ror.org/018f7hf93","country_code":"CL","type":"government","lineage":["https://openalex.org/I4210100356"]}],"countries":["BD","CL"],"is_corresponding":false,"raw_author_name":"Guanyu Yang","raw_affiliation_strings":["Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, Southeast University","Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University),Ministry of Education","institution_ids":["https://openalex.org/I4210100356"]},{"raw_affiliation_string":"Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, Southeast University","institution_ids":["https://openalex.org/I4210090971"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)","institution_ids":["https://openalex.org/I4210100356"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100326592"],"corresponding_institution_ids":["https://openalex.org/I4210100356"],"apc_list":null,"apc_paid":null,"fwci":1.7905,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.86268187,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1656","last_page":"1660"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9991000294685364,"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/T10862","display_name":"AI in cancer detection","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.993399977684021,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9836000204086304,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/segmentation","display_name":"Segmentation","score":0.7825511693954468},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7458442449569702},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5812274217605591},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5212712287902832},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5128317475318909},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5092881917953491},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4972560703754425},{"id":"https://openalex.org/keywords/histopathology","display_name":"Histopathology","score":0.4824717342853546},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4578503668308258},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4369758367538452},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.415915310382843},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1123429536819458},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11099854111671448},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08014547824859619}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7825511693954468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7458442449569702},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5812274217605591},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5212712287902832},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5128317475318909},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5092881917953491},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4972560703754425},{"id":"https://openalex.org/C544855455","wikidata":"https://www.wikidata.org/wiki/Q1070952","display_name":"Histopathology","level":2,"score":0.4824717342853546},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4578503668308258},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4369758367538452},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.415915310382843},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1123429536819458},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11099854111671448},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08014547824859619},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icassp48485.2024.10447912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04595631v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04595631","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Apr 2024, Seoul, South Korea. &#x27E8;10.1109/icassp48485.2024.10447912&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6651252614","display_name":null,"funder_award_id":"2022YFE0116700","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320324856","display_name":"Southeast University","ror":"https://ror.org/04ct4d772"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2288892845","https://openalex.org/W2592905743","https://openalex.org/W2604738573","https://openalex.org/W2805735218","https://openalex.org/W2885343725","https://openalex.org/W2964282006","https://openalex.org/W2974825848","https://openalex.org/W3129603732","https://openalex.org/W3133814152","https://openalex.org/W3136850285","https://openalex.org/W3160261825","https://openalex.org/W3182158470","https://openalex.org/W3217644914","https://openalex.org/W4225978071","https://openalex.org/W4288064428","https://openalex.org/W4296121073","https://openalex.org/W4304080258","https://openalex.org/W4312231739","https://openalex.org/W4312893741","https://openalex.org/W4313554955","https://openalex.org/W4372266856","https://openalex.org/W4377293783","https://openalex.org/W4390873988","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6789305514"],"related_works":["https://openalex.org/W3039419443","https://openalex.org/W4386772532","https://openalex.org/W4393212117","https://openalex.org/W2115661411","https://openalex.org/W2399391471","https://openalex.org/W2400254106","https://openalex.org/W2970729894","https://openalex.org/W4381996710","https://openalex.org/W4294739205","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Federated":[0],"learning":[1],"(FL)":[2],"for":[3,61],"histopathology":[4,62,121],"image":[5,122],"segmentation":[6,49,123],"involving":[7],"multiple":[8],"medical":[9],"sites":[10],"plays":[11],"a":[12,29,57,81],"crucial":[13],"role":[14],"in":[15],"advancing":[16],"the":[17,36,89,118],"field":[18],"of":[19,31,111],"accurate":[20],"disease":[21],"diagnosis":[22],"and":[23,41,51,64,73,87,100,106],"treatment.":[24],"However,":[25],"it":[26],"is":[27,131],"still":[28],"task":[30],"great":[32],"challenges":[33],"due":[34],"to":[35,84,103],"sample":[37,93],"imbalance":[38],"across":[39],"clients":[40,86],"large":[42],"data":[43],"heterogeneity":[44,105],"from":[45,125],"disparate":[46],"organs,":[47],"variable":[48],"tasks,":[50],"diverse":[52],"distribution.":[53],"Thus,":[54],"we":[55],"propose":[56],"novel":[58],"FL":[59],"approach":[60],"nuclei":[63],"tissue":[65],"segmentation,":[66],"FedSODA,":[67],"via":[68],"synthetic-driven":[69],"cross-assessment":[70,82],"operation":[71],"(SO)":[72],"dynamic":[74,101],"stratified-layer":[75],"aggregation":[76,102],"(DA).":[77],"Our":[78,95],"SO":[79],"constructs":[80],"strategy":[83],"connect":[85],"mitigate":[88],"representation":[90],"bias":[91],"under":[92],"imbalance.":[94],"DA":[96],"utilizes":[97],"layer-wise":[98],"interaction":[99],"diminish":[104],"enhance":[107],"generalization.":[108],"The":[109,129],"effectiveness":[110],"our":[112],"FedSODA":[113],"has":[114],"been":[115],"evaluated":[116],"on":[117],"most":[119],"extensive":[120],"dataset":[124],"7":[126],"independent":[127],"datasets.":[128],"code":[130],"available":[132],"at":[133],"https://github.com/yuanzhang7/FedSODA.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}
