{"id":"https://openalex.org/W4405754428","doi":"https://doi.org/10.1109/tmm.2024.3521834","title":"Memory-Enhanced Confidence Calibration for Class-Incremental Unsupervised Domain Adaptation","display_name":"Memory-Enhanced Confidence Calibration for Class-Incremental Unsupervised Domain Adaptation","publication_year":2024,"publication_date":"2024-12-24","ids":{"openalex":"https://openalex.org/W4405754428","doi":"https://doi.org/10.1109/tmm.2024.3521834"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3521834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521834","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/A5048751279","display_name":"Jiaping Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiaping Yu","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020925728","display_name":"Muli Yang","orcid":"https://orcid.org/0000-0002-5959-2931"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Muli Yang","raw_affiliation_strings":["Institute for Infocomm Research (I<sup>2</sup>R), A*STAR, Singapore","Institute for Infocomm Research (I R), A*STAR, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research (I<sup>2</sup>R), A*STAR, Singapore","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Institute for Infocomm Research (I R), A*STAR, Singapore","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103126895","display_name":"Aming Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aming Wu","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015874725","display_name":"Cheng Deng","orcid":"https://orcid.org/0000-0003-2620-3247"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Deng","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5048751279"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":0.3415,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69486028,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"27","issue":null,"first_page":"610","last_page":"621"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9635999798774719,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9635999798774719,"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":0.8264645338058472},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5674527883529663},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.4941394627094269},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.4876753091812134},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47768622636795044},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.47172537446022034},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4184877872467041},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.332824170589447},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33243104815483093},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12384113669395447},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10772526264190674}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8264645338058472},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5674527883529663},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.4941394627094269},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.4876753091812134},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47768622636795044},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.47172537446022034},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4184877872467041},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.332824170589447},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33243104815483093},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12384113669395447},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10772526264190674},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2024.3521834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521834","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/G1372603746","display_name":null,"funder_award_id":"62171343","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G986958842","display_name":null,"funder_award_id":"62132016","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W1722318740","https://openalex.org/W1875842236","https://openalex.org/W1920962657","https://openalex.org/W1965555277","https://openalex.org/W2117539524","https://openalex.org/W2143891888","https://openalex.org/W2166344886","https://openalex.org/W2194775991","https://openalex.org/W2300242332","https://openalex.org/W2473930607","https://openalex.org/W2475287302","https://openalex.org/W2618530766","https://openalex.org/W2627183927","https://openalex.org/W2773004715","https://openalex.org/W2884282566","https://openalex.org/W2885722640","https://openalex.org/W2948734064","https://openalex.org/W2954929116","https://openalex.org/W2962835731","https://openalex.org/W2963495494","https://openalex.org/W2966730026","https://openalex.org/W2982220706","https://openalex.org/W3007041883","https://openalex.org/W3035038723","https://openalex.org/W3035651653","https://openalex.org/W3107810305","https://openalex.org/W3109225397","https://openalex.org/W3110059533","https://openalex.org/W3129829036","https://openalex.org/W3173733167","https://openalex.org/W3177221875","https://openalex.org/W3203816763","https://openalex.org/W4226144843","https://openalex.org/W4292974991","https://openalex.org/W4296916378","https://openalex.org/W4312752917","https://openalex.org/W4382240129","https://openalex.org/W4387704395","https://openalex.org/W4390873014","https://openalex.org/W4391305490","https://openalex.org/W4393034333","https://openalex.org/W6634343353","https://openalex.org/W6638523607","https://openalex.org/W6639480849","https://openalex.org/W6640174519","https://openalex.org/W6640570924","https://openalex.org/W6674764686","https://openalex.org/W6676485797","https://openalex.org/W6682658890","https://openalex.org/W6692729736","https://openalex.org/W6718795669","https://openalex.org/W6745563435","https://openalex.org/W6751635369","https://openalex.org/W6754249846","https://openalex.org/W6754927192","https://openalex.org/W6761687776","https://openalex.org/W6767312631","https://openalex.org/W6782868315","https://openalex.org/W6783399553","https://openalex.org/W6784163774"],"related_works":["https://openalex.org/W4394775207","https://openalex.org/W4389474468","https://openalex.org/W4300172004","https://openalex.org/W3203792196","https://openalex.org/W4321649381","https://openalex.org/W2997645659","https://openalex.org/W3180787869","https://openalex.org/W2955455867","https://openalex.org/W4295929828","https://openalex.org/W3156096827"],"abstract_inverted_index":{"In":[0,157],"this":[1,115,190],"paper,":[2],"we":[3,113,142,159,192,223],"focus":[4,87],"on":[5,89,138,254],"Class-Incremental":[6],"Unsupervised":[7],"Domain":[8],"Adaptation":[9],"(CI-UDA),":[10],"where":[11],"the":[12,21,24,42,46,51,64,67,82,90,100,104,111,122,134,139,154,162,167,174,183,196,208,214,219,225,228,258],"labeled":[13,47],"source":[14,48,68],"domain":[15,27,43,105,163],"already":[16],"includes":[17],"all":[18],"classes,":[19],"and":[20,50,69,180,185,216],"classes":[22],"in":[23,153,247],"unlabeled":[25,52],"target":[26,53,70,202],"emerge":[28],"sequentially":[29],"over":[30],"time.":[31,124],"This":[32],"task":[33,116],"involves":[34],"addressing":[35],"two":[36],"main":[37],"challenges.":[38],"The":[39,61],"first":[40,123,126,193],"is":[41,63,170,205,245],"gap":[44],"between":[45,66],"data":[49,210],"data,":[54,203],"which":[55,77,98,148,204,244],"leads":[56],"to":[57,132,150,172,199,211,232,239],"weak":[58],"generalization":[59,184],"performance.":[60],"second":[62],"inconsistency":[65],"category":[71],"spaces":[72],"at":[73],"each":[74],"time":[75,230],"step,":[76],"causes":[78,102],"catastrophic":[79,249],"forgetting":[80],"during":[81],"testing":[83],"stage.":[84],"Previous":[85],"methods":[86],"solely":[88],"alignment":[91],"of":[92,103,227,260],"similar":[93],"samples":[94,235],"from":[95,117],"different":[96,168],"domains,":[97],"overlooks":[99],"underlying":[101],"gap/class":[106],"distribution":[107],"difference.":[108],"To":[109,189],"tackle":[110],"issue,":[112],"rethink":[114],"a":[118,128,241],"causal":[119,130,140],"perspective":[120],"for":[121],"We":[125],"build":[127,240],"structural":[129],"graph":[131],"describe":[133],"CI-UDA":[135],"problem.":[136],"Based":[137],"graph,":[141],"present":[143],"Memory-Enhanced":[144],"Confidence":[145],"Calibration":[146],"(MECC),":[147],"aims":[149],"improve":[151],"confidence":[152],"predicted":[155],"results.":[156],"particular,":[158],"argue":[160],"that":[161,236],"discrepancy":[164],"caused":[165],"by":[166],"styles":[169],"prone":[171],"make":[173],"model":[175,215,226],"produce":[176],"less":[177],"confident":[178],"predictions":[179],"thus":[181],"weakens":[182],"continual":[186],"learning":[187],"abilities.":[188],"end,":[191],"explore":[194],"using":[195],"gram":[197],"matrix":[198],"generate":[200],"source-style":[201],"combined":[206],"with":[207],"original":[209],"jointly":[212],"train":[213],"thereby":[217],"reduce":[218],"domain-shift":[220],"impact.":[221],"Second,":[222],"utilize":[224],"previous":[229],"step":[231],"select":[233],"corresponding":[234],"are":[237],"used":[238],"memory":[242],"bank,":[243],"instrumental":[246],"alleviating":[248],"forgetting.":[250],"Extensive":[251],"experimental":[252],"results":[253],"multiple":[255],"datasets":[256],"demonstrate":[257],"superiority":[259],"our":[261],"method.":[262]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
