{"id":"https://openalex.org/W4405778932","doi":"https://doi.org/10.1109/tmm.2024.3521711","title":"Federated Hallucination Translation and Source-Free Regularization Adaptation in Decentralized Domain Adaptation for Foggy Scene Understanding","display_name":"Federated Hallucination Translation and Source-Free Regularization Adaptation in Decentralized Domain Adaptation for Foggy Scene Understanding","publication_year":2024,"publication_date":"2024-12-25","ids":{"openalex":"https://openalex.org/W4405778932","doi":"https://doi.org/10.1109/tmm.2024.3521711"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3521711","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521711","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-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/A5016374123","display_name":"Xiating Jin","orcid":"https://orcid.org/0000-0002-7572-9539"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiating Jin","raw_affiliation_strings":["Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, College of Software Technology, Zhejiang University, Ningbo, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, College of Software Technology, Zhejiang University, Ningbo, China","institution_ids":["https://openalex.org/I109935558","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052757755","display_name":"Jiajun Bu","orcid":"https://orcid.org/0000-0002-1097-2044"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajun Bu","raw_affiliation_strings":["Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, College of Computer Science, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, College of Computer Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117233230","display_name":"Zhi Yu","orcid":"https://orcid.org/0009-0001-8608-5628"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Yu","raw_affiliation_strings":["Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, College of Software Technology, Zhejiang University, Ningbo, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, College of Software Technology, Zhejiang University, Ningbo, China","institution_ids":["https://openalex.org/I109935558","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100323420","display_name":"Hui Zhang","orcid":"https://orcid.org/0000-0002-1803-3148"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zhang","raw_affiliation_strings":["National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University, Changsha, China","National Engineering Research Center of Robot Visual Perception and Control Technology and with the College of Robotics, Hunan University, Changsha, Hunan, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"National Engineering Research Center of Robot Visual Perception and Control Technology and with the College of Robotics, Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025640070","display_name":"Yaonan Wang","orcid":"https://orcid.org/0000-0002-0519-6458"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaonan Wang","raw_affiliation_strings":["National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University, Changsha, China","National Engineering Research Center of Robot Visual Perception and Control Technology and with the College of Robotics, Hunan University, Changsha, Hunan, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"National Engineering Research Center of Robot Visual Perception and Control Technology and with the College of Robotics, Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5016374123"],"corresponding_institution_ids":["https://openalex.org/I109935558","https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.40725573,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":null,"first_page":"1601","last_page":"1616"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9818999767303467,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9818999767303467,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9763000011444092,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9728999733924866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.854180097579956},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.738951563835144},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.7226203083992004},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6193627119064331},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.6103302836418152},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.44601184129714966},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38186994194984436},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3325307369232178}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.854180097579956},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.738951563835144},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.7226203083992004},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6193627119064331},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.6103302836418152},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.44601184129714966},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38186994194984436},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3325307369232178},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C105580179","wikidata":"https://www.wikidata.org/wiki/Q188928","display_name":"Messenger RNA","level":3,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2024.3521711","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521711","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1122440035","display_name":null,"funder_award_id":"62372408","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3776827806","display_name":null,"funder_award_id":"2022J183","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G7185484708","display_name":null,"funder_award_id":"62027810","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/F4320332587","display_name":"Natural Science Foundation of Ningbo","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W1971693194","https://openalex.org/W1979319585","https://openalex.org/W2128254161","https://openalex.org/W2156936307","https://openalex.org/W2340897893","https://openalex.org/W2431874326","https://openalex.org/W2467473805","https://openalex.org/W2487365028","https://openalex.org/W2748021867","https://openalex.org/W2775771465","https://openalex.org/W2887964057","https://openalex.org/W2895281799","https://openalex.org/W2909501452","https://openalex.org/W2932414082","https://openalex.org/W2952056941","https://openalex.org/W2962793481","https://openalex.org/W2963073217","https://openalex.org/W2963890275","https://openalex.org/W2963943912","https://openalex.org/W2963983207","https://openalex.org/W2981512393","https://openalex.org/W2985406498","https://openalex.org/W3008653537","https://openalex.org/W3034218934","https://openalex.org/W3034600949","https://openalex.org/W3037940725","https://openalex.org/W3082576756","https://openalex.org/W3108316907","https://openalex.org/W3108560336","https://openalex.org/W3119635706","https://openalex.org/W3133769291","https://openalex.org/W3169545167","https://openalex.org/W3173251459","https://openalex.org/W3175294391","https://openalex.org/W3177192381","https://openalex.org/W3180034634","https://openalex.org/W3193057479","https://openalex.org/W3201774370","https://openalex.org/W3203979321","https://openalex.org/W3205594649","https://openalex.org/W3215957616","https://openalex.org/W4214597499","https://openalex.org/W4229451441","https://openalex.org/W4312251311","https://openalex.org/W4312368691","https://openalex.org/W4312459164","https://openalex.org/W4312507102","https://openalex.org/W4313192952","https://openalex.org/W4313644222","https://openalex.org/W4319300101","https://openalex.org/W4321195619","https://openalex.org/W4327664521","https://openalex.org/W4327808545","https://openalex.org/W4365790139","https://openalex.org/W4379116618","https://openalex.org/W4379880177","https://openalex.org/W4390970243","https://openalex.org/W4392157618","https://openalex.org/W6687400500","https://openalex.org/W6728757088","https://openalex.org/W6734074887","https://openalex.org/W6746282794","https://openalex.org/W6767268582","https://openalex.org/W6770046221","https://openalex.org/W6785482883","https://openalex.org/W6801756507"],"related_works":["https://openalex.org/W4394775207","https://openalex.org/W4389474468","https://openalex.org/W4300172004","https://openalex.org/W2565214228","https://openalex.org/W3203792196","https://openalex.org/W4321649381","https://openalex.org/W2997645659","https://openalex.org/W3180787869","https://openalex.org/W2955455867","https://openalex.org/W4295929828"],"abstract_inverted_index":{"Semantic":[0],"foggy":[1],"scene":[2],"understanding":[3],"(SFSU)":[4],"emerges":[5],"a":[6,58,90,149],"challenging":[7],"task":[8],"under":[9,34],"out-of-domain":[10],"distribution":[11,169],"(OD)":[12],"due":[13],"to":[14,114,141,166,179,216],"uncertain":[15],"cognition":[16],"caused":[17],"by":[18,50],"degraded":[19],"visibility.":[20],"With":[21],"the":[22],"strong":[23],"assumption":[24],"of":[25,132,138,203],"data":[26,54],"centralization,":[27],"unsupervised":[28],"domain":[29,39,60,127],"adaptation":[30,61,213],"(UDA)":[31],"reduces":[32],"vulnerability":[33],"OD":[35],"scenario.":[36],"Whereas,":[37],"enlarged":[38],"gap":[40,51],"and":[41,53,94,118,183,188,195],"growing":[42],"privacy":[43,79],"concern":[44],"heavily":[45],"challenge":[46],"conventional":[47],"UDA.":[48],"Motivated":[49],"decomposition":[52],"decentralization,":[55],"we":[56],"establish":[57],"decentralized":[59],"(DDA)":[62],"framework":[63],"called":[64],"<bold":[65,71,75,91,95,99,102,105,109,150,154,157,161],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[66,69,72,76,92,96,100,103,106,110,151,155,158,162],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>T</u></b>ranslate":[67],"th<bold":[68],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>E</u></b>n":[70],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>A</u></b>dapt":[73],"(abbr.":[74,108,160],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>TEA</u></b>)":[77],"for":[78,226],"preservation.":[80],"Our":[81],"highlights":[82],"lie":[83],"in.":[84],"(1)":[85],"Regarding":[86,145],"federated":[87],"hallucination":[88],"translation,":[89],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>Dis</u></b>entanglement":[93],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>Co</u></b>ntrastive-learning":[97],"based":[98,153],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>G</u></b>enerative":[101],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>A</u></b>dversarial":[104],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>N</u></b>etwork":[107],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>DisCoGAN</u></b>)":[111],"is":[112,164],"proposed":[113],"impose":[115],"contrastive":[116],"prior":[117],"disentangle":[119],"latent":[120],"space":[121],"in":[122,170,212],"cycle-consistent":[123],"translation.":[124],"To":[125],"yield":[126],"hallucination,":[128],"client":[129],"minimizes":[130],"cross-entropy":[131],"local":[133],"classifier":[134],"but":[135],"maximizes":[136],"entropy":[137,189],"global":[139],"model":[140],"train":[142],"translator.":[143],"(2)":[144],"source-free":[146],"regularization":[147],"adaptation,":[148],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>Pro</u></b>totypical-knowledge":[152],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>R</u></b>egularization":[156],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>A</u></b>daptation":[159],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>ProRA</u></b>)":[163],"presented":[165],"align":[167],"joint":[168],"output":[171],"space.":[172],"Soft":[173],"adversarial":[174],"learning":[175],"relaxes":[176],"binary":[177],"label":[178],"rectify":[180],"inter-domain":[181],"discrepancy":[182],"inner-domain":[184],"divergence.":[185],"Structure":[186],"clustering":[187],"minimization":[190],"drive":[191],"intra-class":[192],"features":[193,197],"closer":[194],"inter-class":[196],"apart.":[198],"Extensive":[199],"experiments":[200],"exhibit":[201],"efficacy":[202],"our":[204],"TEA":[205],"which":[206],"achieves":[207],"55.26%":[208],"or":[209,219],"46.25%":[210],"mIoU":[211],"from":[214],"GTA5":[215],"Foggy":[217,220],"Cityscapes":[218],"Zurich,":[221],"outperforming":[222],"other":[223],"DDA":[224],"methods":[225],"SFSU.":[227]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
