{"id":"https://openalex.org/W4415748352","doi":"https://doi.org/10.1109/taffc.2025.3627534","title":"Progressive Multi-Source Domain Adaptation for Personalized Facial Expression Recognition","display_name":"Progressive Multi-Source Domain Adaptation for Personalized Facial Expression Recognition","publication_year":2025,"publication_date":"2025-10-31","ids":{"openalex":"https://openalex.org/W4415748352","doi":"https://doi.org/10.1109/taffc.2025.3627534"},"language":"en","primary_location":{"id":"doi:10.1109/taffc.2025.3627534","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2025.3627534","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"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 Affective Computing","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":null,"display_name":"Muhammad Osama Zeeshan","orcid":"https://orcid.org/0009-0006-1463-2465"},"institutions":[{"id":"https://openalex.org/I108192572","display_name":"HEC Montr\u00e9al","ror":"https://ror.org/05ww3wq27","country_code":"CA","type":"education","lineage":["https://openalex.org/I108192572"]},{"id":"https://openalex.org/I176714629","display_name":"Bell (Canada)","ror":"https://ror.org/00xdg8m59","country_code":"CA","type":"company","lineage":["https://openalex.org/I176714629"]},{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Muhammad Osama Zeeshan","raw_affiliation_strings":["LIVIA, ILLS, Deptartment of Systems Engineering, ÉTS Montreal, Montreal, QC, Canada","LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0006-1463-2465","affiliations":[{"raw_affiliation_string":"LIVIA, ILLS, Deptartment of Systems Engineering, ÉTS Montreal, Montreal, QC, Canada","institution_ids":["https://openalex.org/I108192572"]},{"raw_affiliation_string":"LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada","institution_ids":["https://openalex.org/I176714629","https://openalex.org/I9736820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039660800","display_name":"Marco Pedersoli","orcid":"https://orcid.org/0000-0002-7601-8640"},"institutions":[{"id":"https://openalex.org/I108192572","display_name":"HEC Montr\u00e9al","ror":"https://ror.org/05ww3wq27","country_code":"CA","type":"education","lineage":["https://openalex.org/I108192572"]},{"id":"https://openalex.org/I176714629","display_name":"Bell (Canada)","ror":"https://ror.org/00xdg8m59","country_code":"CA","type":"company","lineage":["https://openalex.org/I176714629"]},{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Marco Pedersoli","raw_affiliation_strings":["LIVIA, ILLS, Deptartment of Systems Engineering, ÉTS Montreal, Montreal, QC, Canada","LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0002-7601-8640","affiliations":[{"raw_affiliation_string":"LIVIA, ILLS, Deptartment of Systems Engineering, ÉTS Montreal, Montreal, QC, Canada","institution_ids":["https://openalex.org/I108192572"]},{"raw_affiliation_string":"LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada","institution_ids":["https://openalex.org/I176714629","https://openalex.org/I9736820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074262951","display_name":"Alessandro L. Koerich","orcid":"https://orcid.org/0000-0001-5879-7014"},"institutions":[{"id":"https://openalex.org/I108192572","display_name":"HEC Montr\u00e9al","ror":"https://ror.org/05ww3wq27","country_code":"CA","type":"education","lineage":["https://openalex.org/I108192572"]},{"id":"https://openalex.org/I176714629","display_name":"Bell (Canada)","ror":"https://ror.org/00xdg8m59","country_code":"CA","type":"company","lineage":["https://openalex.org/I176714629"]},{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alessandro Lameiras Koerich","raw_affiliation_strings":["LIVIA, Deptartment of Software and IT Engineering, ÉTS Montreal, Montreal, QC, Canada","LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0001-5879-7014","affiliations":[{"raw_affiliation_string":"LIVIA, Deptartment of Software and IT Engineering, ÉTS Montreal, Montreal, QC, Canada","institution_ids":["https://openalex.org/I108192572"]},{"raw_affiliation_string":"LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada","institution_ids":["https://openalex.org/I176714629","https://openalex.org/I9736820"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006937759","display_name":"\u00c9ric Granger","orcid":"https://orcid.org/0000-0001-6116-7945"},"institutions":[{"id":"https://openalex.org/I108192572","display_name":"HEC Montr\u00e9al","ror":"https://ror.org/05ww3wq27","country_code":"CA","type":"education","lineage":["https://openalex.org/I108192572"]},{"id":"https://openalex.org/I176714629","display_name":"Bell (Canada)","ror":"https://ror.org/00xdg8m59","country_code":"CA","type":"company","lineage":["https://openalex.org/I176714629"]},{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Eric Granger","raw_affiliation_strings":["LIVIA, ILLS, Deptartment of Systems Engineering, ÉTS Montreal, Montreal, QC, Canada","LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0001-6116-7945","affiliations":[{"raw_affiliation_string":"LIVIA, ILLS, Deptartment of Systems Engineering, ÉTS Montreal, Montreal, QC, Canada","institution_ids":["https://openalex.org/I108192572"]},{"raw_affiliation_string":"LIVIA and ILLS, the Department of Systems Engineering, and the Department of Software Engineering, ETS Montreal, Canada","institution_ids":["https://openalex.org/I176714629","https://openalex.org/I9736820"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25736334,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"1","first_page":"575","last_page":"586"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.00430000014603138,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11448","display_name":"Face recognition and analysis","score":0.0027000000700354576,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/exploit","display_name":"Exploit","score":0.6033999919891357},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5755000114440918},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.517300009727478},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4887999892234802},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4839000105857849},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.47360000014305115},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4708999991416931},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.4700999855995178}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7692000269889832},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6126000285148621},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6033999919891357},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5755000114440918},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.517300009727478},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4887999892234802},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4839000105857849},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.47360000014305115},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4708999991416931},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4700999855995178},{"id":"https://openalex.org/C90559484","wikidata":"https://www.wikidata.org/wiki/Q778379","display_name":"Expression (computer science)","level":2,"score":0.4625999927520752},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4260999858379364},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3813000023365021},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.3776000142097473},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3312999904155731},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3310000002384186},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.3118000030517578},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.27239999175071716},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.26910001039505005},{"id":"https://openalex.org/C2780665216","wikidata":"https://www.wikidata.org/wiki/Q6934498","display_name":"Multi-source","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.25690001249313354}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/taffc.2025.3627534","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2025.3627534","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"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 Affective Computing","raw_type":"journal-article"},{"id":"pmh:oai:espace2.etsmtl.ca:33104","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article publi\u00e9 dans une revue, r\u00e9vis\u00e9 par les pairs"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Personalized":[0],"facial":[1],"expression":[2],"recognition":[3],"(FER)":[4],"involves":[5],"adapting":[6,60,103,299],"a":[7,49,62,74,105,147,199,249,288],"machine":[8],"learning":[9],"model":[10,54],"using":[11],"samples":[12,260],"from":[13,155,176],"labeled":[14],"sources":[15,95,130,175,207,228],"and":[16,52,56,79,118,135,216,281],"unlabeled":[17],"target":[18,80,100,106,119,165,178,215],"domains.":[19],"Given":[20],"the":[21,39,65,94,99,139,164,172,177,184,193,205,210,214,220,225,231,241,255,268,295],"challenges":[22,110],"of":[23,68,244,270,297],"recognizing":[24],"subtle":[25],"expressions":[26],"with":[27,138,213],"considerable":[28],"interpersonal":[29],"variability,":[30],"state-of-the-art":[31],"unsupervised":[32],"domain":[33,46,89],"adaptation":[34],"(UDA)":[35],"methods":[36,84],"focus":[37],"on":[38,160,230,274,287],"multi-source":[40],"UDA":[41],"(MSDA)":[42],"setting,":[43],"where":[44],"each":[45],"corresponds":[47],"to":[48,61,73,96,98,104,112,163,208,235,300],"specific":[50,63],"subject,":[51],"improve":[53],"accuracy":[55],"robustness.":[57],"However,":[58],"when":[59],"target,":[64],"diverse":[66],"nature":[67],"multiple":[69],"source":[70,78,117,194,245,259,301],"domains":[71,195],"translates":[72],"large":[75,113],"shift":[76,90,212],"between":[77,116],"data.":[81],"State-of-the-art":[82],"MSDA":[83,149],"for":[85,261],"FER":[86,276],"address":[87,142],"this":[88],"by":[91,188,240],"considering":[92,224],"all":[93,129],"adapt":[97],"representations.":[101],"Nevertheless,":[102],"subject":[107],"presents":[108],"significant":[109],"due":[111],"distributional":[114],"differences":[115],"domains,":[120],"often":[121],"resulting":[122],"in":[123,198],"negative":[124,185],"transfer.":[125],"In":[126],"addition,":[127],"integrating":[128],"simultaneously":[131],"increases":[132],"computational":[133],"costs":[134],"causes":[136],"misalignment":[137],"target.":[140],"To":[141],"these":[143],"issues,":[144],"we":[145,247],"propose":[146],"progressive":[148],"approach":[150],"that":[151,170,253],"gradually":[152,298],"introduces":[153],"information":[154],"subjects":[156],"(source":[157],"domains)":[158],"based":[159,229],"their":[161],"similarity":[162],"subject.":[166],"This":[167],"will":[168],"ensure":[169],"only":[171,223],"most":[173,226,256],"relevant":[174,227,257],"are":[179,196],"selected,":[180],"which":[181],"helps":[182],"avoid":[183],"transfer":[186],"caused":[187,239],"dissimilar":[189],"sources.":[190],"During":[191],"adaptation,":[192],"introduced":[197],"curriculum":[200],"manner.":[201],"We":[202],"first":[203],"exploit":[204],"closest":[206],"reduce":[209],"distribution":[211],"then":[217],"move":[218],"towards":[219],"furthest":[221],"while":[222],"predetermined":[232],"threshold.":[233],"Furthermore,":[234],"mitigate":[236],"catastrophic":[237],"forgetting":[238],"incremental":[242],"introduction":[243],"subjects,":[246],"implemented":[248],"density-based":[250],"memory":[251],"mechanism":[252],"preserves":[254],"historical":[258],"adaptation.":[262],"Our":[263],"extensive":[264],"experiments":[265],"1":[266],"show":[267],"effectiveness":[269],"our":[271],"proposed":[272],"method":[273],"challenging":[275],"datasets:":[277],"Biovid,":[278],"UNBC-McMaster,":[279],"Aff-Wild2,":[280],"BAH.":[282],"Further,":[283],"performance":[284],"is":[285],"evaluated":[286],"cross-dataset":[289],"setting":[290],"(UNBC-McMaster":[291],"\u2192":[292],"BioVid),":[293],"showing":[294],"importance":[296],"subjects.":[302]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-31T00:00:00"}