{"id":"https://openalex.org/W4392903687","doi":"https://doi.org/10.1109/icassp48485.2024.10446867","title":"Enhanced Unsupervised Domain Adaptation with Dual-Attention Between Classification and Domain Alignment","display_name":"Enhanced Unsupervised Domain Adaptation with Dual-Attention Between Classification and Domain Alignment","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392903687","doi":"https://doi.org/10.1109/icassp48485.2024.10446867"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10446867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10446867","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":"conference-paper","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/A5101996132","display_name":"Yifan Pan","orcid":"https://orcid.org/0000-0002-7324-4036"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Pan","raw_affiliation_strings":["Peking University,Communication and Information Security Lab, Shenzhen Graduate School","Communication and Information Security Lab, Shenzhen Graduate School, Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University,Communication and Information Security Lab, Shenzhen Graduate School","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Communication and Information Security Lab, Shenzhen Graduate School, Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057015645","display_name":"Guibo Luo","orcid":"https://orcid.org/0000-0002-1709-1207"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guibo Luo","raw_affiliation_strings":["Peking University,Communication and Information Security Lab, Shenzhen Graduate School","Communication and Information Security Lab, Shenzhen Graduate School, Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University,Communication and Information Security Lab, Shenzhen Graduate School","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Communication and Information Security Lab, Shenzhen Graduate School, Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102929978","display_name":"Bairong Li","orcid":"https://orcid.org/0000-0002-5060-0229"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bairong Li","raw_affiliation_strings":["Peking University,Communication and Information Security Lab, Shenzhen Graduate School","Communication and Information Security Lab, Shenzhen Graduate School, Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University,Communication and Information Security Lab, Shenzhen Graduate School","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Communication and Information Security Lab, Shenzhen Graduate School, Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056706680","display_name":"Yuesheng Zhu","orcid":"https://orcid.org/0000-0003-2524-6800"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuesheng Zhu","raw_affiliation_strings":["Peking University,Communication and Information Security Lab, Shenzhen Graduate School","Communication and Information Security Lab, Shenzhen Graduate School, Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University,Communication and Information Security Lab, Shenzhen Graduate School","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Communication and Information Security Lab, Shenzhen Graduate School, Peking University","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20231570"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5205","last_page":"5209"},"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":0.9998999834060669,"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":0.9998999834060669,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9886000156402588,"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/computer-science","display_name":"Computer science","score":0.7786298990249634},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.7364572286605835},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.707300066947937},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6889172196388245},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6636444330215454},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6512530446052551},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.5888177752494812},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5545951128005981},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5182756781578064},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.51154625415802},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4141862094402313},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35921335220336914},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12414628267288208}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7786298990249634},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.7364572286605835},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.707300066947937},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6889172196388245},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6636444330215454},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6512530446052551},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.5888177752494812},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5545951128005981},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5182756781578064},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.51154625415802},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4141862094402313},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35921335220336914},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12414628267288208},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10446867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10446867","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1565327149","https://openalex.org/W1731081199","https://openalex.org/W2104094955","https://openalex.org/W2165698076","https://openalex.org/W2194775991","https://openalex.org/W2795155917","https://openalex.org/W2962687275","https://openalex.org/W2962858109","https://openalex.org/W2964288524","https://openalex.org/W2970987681","https://openalex.org/W2998043922","https://openalex.org/W3035576098","https://openalex.org/W3047518573","https://openalex.org/W3087549734","https://openalex.org/W3175481246","https://openalex.org/W3181434681","https://openalex.org/W4226138446","https://openalex.org/W4293861706","https://openalex.org/W4298111403","https://openalex.org/W4372185033","https://openalex.org/W4375869217","https://openalex.org/W4382468591","https://openalex.org/W4382468594","https://openalex.org/W4382468778","https://openalex.org/W6633949838","https://openalex.org/W6637618735","https://openalex.org/W6683633756","https://openalex.org/W6688325169","https://openalex.org/W6713955831","https://openalex.org/W6739575509","https://openalex.org/W6750109254","https://openalex.org/W6763066025","https://openalex.org/W6767486985","https://openalex.org/W6783292247"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2387293848","https://openalex.org/W3095487414","https://openalex.org/W2901026139"],"abstract_inverted_index":{"Unsupervised":[0],"Domain":[1,114],"Adaptation":[2],"(UDA)":[3],"deals":[4],"with":[5],"transferring":[6],"knowledge":[7],"from":[8],"labeled":[9],"source":[10,46],"domains":[11,37],"to":[12,33,83,122],"unlabeled":[13],"target":[14],"domains.":[15],"This":[16],"addresses":[17],"the":[18,40,54,67,77,96,140],"challenge":[19],"of":[20,79,99,142],"different":[21],"distributions":[22,35],"across":[23,36],"domains,":[24],"commonly":[25],"known":[26],"as":[27],"domain":[28,47,60,71,131],"shift.":[29],"Numerous":[30],"methods":[31],"attempt":[32],"align":[34],"while":[38],"learning":[39],"core":[41],"tasks":[42,92],"(e.g.,":[43],"classification)":[44],"on":[45,95],"separately.":[48],"However,":[49],"limited":[50],"research":[51],"has":[52],"explored":[53],"mutual":[55],"influence":[56],"between":[57,70,111],"classification":[58,74,112,129],"and":[59,73,113,130,148,152],"alignment.":[61],"In":[62],"this":[63,103],"paper,":[64],"we":[65,105],"discuss":[66],"conflicting":[68,84],"optimization":[69,85,89],"alignment":[72,132],"tasks,":[75],"emphasizing":[76],"risk":[78],"negative":[80,146],"transfer":[81,147],"due":[82],"directions.":[86],"For":[87],"better":[88],"consistency,":[90],"these":[91],"should":[93],"concentrate":[94],"common":[97],"information":[98],"features.":[100],"To":[101],"address":[102],"issue,":[104],"propose":[106],"an":[107],"innovative":[108],"framework":[109],"Dual-attention":[110],"Alignment":[115],"(DuDA).":[116],"DuDA":[117,143],"employs":[118],"gradient-based":[119],"saliency":[120],"maps":[121],"generate":[123],"interpretable":[124],"attentions,":[125],"concurrently":[126],"enhancing":[127],"both":[128],"through":[133],"a":[134],"dual-attention":[135],"mechanism.":[136],"Experimental":[137],"results":[138],"verify":[139],"effectiveness":[141],"in":[144],"mitigating":[145],"its":[149],"strong":[150],"adaptability":[151],"promising":[153],"performance.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}