{"id":"https://openalex.org/W4400680542","doi":"https://doi.org/10.1109/tpami.2024.3429387","title":"Human-Centric Transformer for Domain Adaptive Action Recognition","display_name":"Human-Centric Transformer for Domain Adaptive Action Recognition","publication_year":2024,"publication_date":"2024-07-16","ids":{"openalex":"https://openalex.org/W4400680542","doi":"https://doi.org/10.1109/tpami.2024.3429387","pmid":"https://pubmed.ncbi.nlm.nih.gov/39012755"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2024.3429387","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3429387","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","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/A5062991951","display_name":"Kun-Yu Lin","orcid":"https://orcid.org/0000-0002-0013-3730"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun-Yu Lin","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0013-3730","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114859604","display_name":"Jiaming Zhou","orcid":"https://orcid.org/0009-0001-4760-9708"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaming Zhou","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108050904","display_name":"Wei\u2010Shi Zheng","orcid":"https://orcid.org/0000-0001-8327-0003"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Shi Zheng","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8327-0003","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":{"value":2495,"currency":"USD","value_usd":2495},"apc_paid":null,"fwci":2.1353,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88345751,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"47","issue":"2","first_page":"679","last_page":"696"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9973000288009644,"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"}},"topics":[{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9973000288009644,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9757000207901001,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6621260046958923},{"id":"https://openalex.org/keywords/action-recognition","display_name":"Action recognition","score":0.6030815243721008},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5737206339836121},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5098763704299927},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48820406198501587},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3441454768180847},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17939406633377075},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.1609533727169037}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6621260046958923},{"id":"https://openalex.org/C2987834672","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Action recognition","level":3,"score":0.6030815243721008},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5737206339836121},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5098763704299927},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48820406198501587},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3441454768180847},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17939406633377075},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.1609533727169037},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"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":false},{"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":"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":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":"D003463","descriptor_name":"Cues","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003463","descriptor_name":"Cues","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003463","descriptor_name":"Cues","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003463","descriptor_name":"Cues","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":"D006802","descriptor_name":"Human Activities","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D006802","descriptor_name":"Human Activities","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D006802","descriptor_name":"Human Activities","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D006802","descriptor_name":"Human Activities","qualifier_ui":"Q000145","qualifier_name":"classification","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":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":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2024.3429387","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3429387","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:39012755","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39012755","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 pattern analysis and machine intelligence","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1702828313","display_name":null,"funder_award_id":"U21A20471","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3581596628","display_name":null,"funder_award_id":"2023YFA1008503","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8949795292","display_name":null,"funder_award_id":"92470202","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":123,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W1731081199","https://openalex.org/W1861492603","https://openalex.org/W1903029394","https://openalex.org/W2016053056","https://openalex.org/W2034482269","https://openalex.org/W2051224630","https://openalex.org/W2104094955","https://openalex.org/W2108598243","https://openalex.org/W2126579184","https://openalex.org/W2165698076","https://openalex.org/W2194775991","https://openalex.org/W2204609240","https://openalex.org/W2233389787","https://openalex.org/W2507009361","https://openalex.org/W2593768305","https://openalex.org/W2616247523","https://openalex.org/W2618799552","https://openalex.org/W2770804203","https://openalex.org/W2779610669","https://openalex.org/W2793888044","https://openalex.org/W2798593490","https://openalex.org/W2810685774","https://openalex.org/W2888096830","https://openalex.org/W2895243423","https://openalex.org/W2901389242","https://openalex.org/W2948069880","https://openalex.org/W2950635152","https://openalex.org/W2962687275","https://openalex.org/W2963097937","https://openalex.org/W2963150697","https://openalex.org/W2963155035","https://openalex.org/W2963187488","https://openalex.org/W2963307811","https://openalex.org/W2963524571","https://openalex.org/W2963563276","https://openalex.org/W2963722382","https://openalex.org/W2964109570","https://openalex.org/W2964288524","https://openalex.org/W2964325361","https://openalex.org/W2982083293","https://openalex.org/W2982204955","https://openalex.org/W2984287396","https://openalex.org/W2987427063","https://openalex.org/W2990152177","https://openalex.org/W2996937600","https://openalex.org/W2998446648","https://openalex.org/W3009803092","https://openalex.org/W3034572008","https://openalex.org/W3034768625","https://openalex.org/W3034934229","https://openalex.org/W3034972874","https://openalex.org/W3035519852","https://openalex.org/W3035598501","https://openalex.org/W3046403349","https://openalex.org/W3092022161","https://openalex.org/W3094502228","https://openalex.org/W3095753865","https://openalex.org/W3109093849","https://openalex.org/W3126721948","https://openalex.org/W3133964188","https://openalex.org/W3138516171","https://openalex.org/W3158120491","https://openalex.org/W3171169846","https://openalex.org/W3174164794","https://openalex.org/W3174480456","https://openalex.org/W3175370657","https://openalex.org/W3176070213","https://openalex.org/W3176747907","https://openalex.org/W3177151237","https://openalex.org/W3177339245","https://openalex.org/W3180827943","https://openalex.org/W3181598125","https://openalex.org/W3203398035","https://openalex.org/W3205497712","https://openalex.org/W3206366488","https://openalex.org/W3209386620","https://openalex.org/W3210279979","https://openalex.org/W4213376695","https://openalex.org/W4214516465","https://openalex.org/W4214607465","https://openalex.org/W4214612132","https://openalex.org/W4214614183","https://openalex.org/W4214902553","https://openalex.org/W4246193833","https://openalex.org/W4282981352","https://openalex.org/W4304084264","https://openalex.org/W4306831165","https://openalex.org/W4312370427","https://openalex.org/W4312537090","https://openalex.org/W4312708082","https://openalex.org/W4312723578","https://openalex.org/W4312769131","https://openalex.org/W4312906857","https://openalex.org/W4312960652","https://openalex.org/W4313057390","https://openalex.org/W4385245566","https://openalex.org/W4390873349","https://openalex.org/W4390874471","https://openalex.org/W6600983433","https://openalex.org/W6632922691","https://openalex.org/W6633949838","https://openalex.org/W6637373629","https://openalex.org/W6678914141","https://openalex.org/W6679436768","https://openalex.org/W6683633756","https://openalex.org/W6684191040","https://openalex.org/W6713955831","https://openalex.org/W6728047685","https://openalex.org/W6735050833","https://openalex.org/W6739696289","https://openalex.org/W6749916090","https://openalex.org/W6754152559","https://openalex.org/W6754947744","https://openalex.org/W6761139768","https://openalex.org/W6770370219","https://openalex.org/W6773433808","https://openalex.org/W6788135285","https://openalex.org/W6789526315","https://openalex.org/W6798659809","https://openalex.org/W6802870958","https://openalex.org/W6857802653","https://openalex.org/W6862568037"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"We":[0,199],"study":[1],"the":[2,65,76,88,212,216],"domain":[3,10,26,103],"adaptation":[4],"task":[5],"for":[6,73,102],"action":[7,12,19,100,105,117,143],"recognition,":[8,13,74,106],"namely":[9,119,206],"adaptive":[11,104],"which":[14],"aims":[15],"to":[16,27,41,57,63,81,111,138,162],"effectively":[17],"transfer":[18],"recognition":[20,85],"power":[21],"from":[22],"a":[23,28,133,158,164,176,186],"label-sufficient":[24],"source":[25],"label-free":[29],"target":[30,89],"domain.":[31,90],"Since":[32],"actions":[33,49,72,82],"are":[34,55],"performed":[35],"by":[36,157,175,185],"humans,":[37],"it":[38],"is":[39,110],"crucial":[40],"exploit":[42,64],"human":[43,59,120,159,167],"cues":[44,60,101,121,144,168],"in":[45,87,145],"videos":[46],"when":[47],"recognizing":[48],"across":[50],"domains.":[51],"However,":[52],"existing":[53],"methods":[54],"prone":[56],"losing":[58],"but":[61],"prefer":[62],"correlation":[66],"between":[67,194],"non-human":[68],"contexts":[69,77,184],"and":[70,75,107,122,182,189,196,209,211],"associated":[71],"of":[78,115,166,218],"interest":[79],"agnostic":[80],"would":[83],"reduce":[84],"performance":[86,214],"To":[91],"overcome":[92],"this":[93],"problem,":[94],"we":[95],"focus":[96],"on":[97,141,203],"uncovering":[98],"human-centric":[99,116,135,142],"our":[108,127,219],"conception":[109],"investigate":[112],"two":[113],"aspects":[114],"cues,":[118],"human-context":[123],"interaction":[124,193],"cues.":[125],"Accordingly,":[126],"proposed":[128,220],"Human-Centric":[129],"Transformer":[130],"(HCTransformer)":[131],"develops":[132],"decoupled":[134],"learning":[136],"paradigm":[137],"explicitly":[139],"concentrate":[140],"domain-variant":[146],"video":[147,171],"feature":[148,172],"learning.":[149,173],"Our":[150],"HCTransformer":[151,179],"first":[152],"conducts":[153],"human-aware":[154],"temporal":[155],"modeling":[156],"encoder,":[160,188],"aiming":[161],"avoid":[163],"loss":[165],"during":[169],"domain-invariant":[170,181,192],"Then,":[174],"Transformer-like":[177],"architecture,":[178],"exploits":[180],"action-correlated":[183,197],"context":[187],"further":[190],"models":[191],"humans":[195],"contexts.":[198],"conduct":[200],"extensive":[201],"experiments":[202],"three":[204],"benchmarks,":[205],"UCF-HMDB,":[207],"Kinetics-NecDrone":[208],"EPIC-Kitchens-UDA,":[210],"state-of-the-art":[213],"demonstrates":[215],"effectiveness":[217],"HCTransformer.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-08-29T07:29:34.045763","created_date":"2025-10-10T00:00:00"}