{"id":"https://openalex.org/W4312274352","doi":"https://doi.org/10.1109/tii.2022.3227637","title":"CMFT: Contrastive Memory Feature Transfer for Nonshared-and-Imbalanced Unsupervised Domain Adaption","display_name":"CMFT: Contrastive Memory Feature Transfer for Nonshared-and-Imbalanced Unsupervised Domain Adaption","publication_year":2022,"publication_date":"2022-12-08","ids":{"openalex":"https://openalex.org/W4312274352","doi":"https://doi.org/10.1109/tii.2022.3227637"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2022.3227637","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2022.3227637","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/A5002820037","display_name":"Guangyi Xiao","orcid":"https://orcid.org/0000-0003-0625-0804"},"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":"Guangyi Xiao","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-0625-0804","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001709965","display_name":"Shun Peng","orcid":"https://orcid.org/0000-0002-6573-4617"},"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":"Shun Peng","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-6573-4617","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079880996","display_name":"Weiwei Xiang","orcid":null},"institutions":[{"id":"https://openalex.org/I12393601","display_name":"Huaihua University","ror":"https://ror.org/04zn6xq74","country_code":"CN","type":"education","lineage":["https://openalex.org/I12393601"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Xiang","raw_affiliation_strings":["Key Laboratory of Intelligent Control Technology for Wuling Mountain Ecological Agriculture in Hunan Province, School of Electrical and Information Engineering, Huaihua University, Huaihua, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Control Technology for Wuling Mountain Ecological Agriculture in Hunan Province, School of Electrical and Information Engineering, Huaihua University, Huaihua, Hunan, China","institution_ids":["https://openalex.org/I12393601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100353471","display_name":"Hao Chen","orcid":"https://orcid.org/0000-0001-5902-1824"},"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":"Hao Chen","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-5902-1824","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015257149","display_name":"Jingzhi Guo","orcid":"https://orcid.org/0000-0002-1594-7956"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Jingzhi Guo","raw_affiliation_strings":["Department of Computer and Information Science, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-1594-7956","affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066286956","display_name":"Zhiguo Gong","orcid":"https://orcid.org/0000-0002-4588-890X"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Zhiguo Gong","raw_affiliation_strings":["State Key Laboratory of Internet of Things for Smart City, and the Department of Computer and Information Science, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-4588-890X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Internet of Things for Smart City, and the Department of Computer and Information Science, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I204512498","https://openalex.org/I6469544"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4645,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.69534888,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"19","issue":"8","first_page":"9227","last_page":"9238"},"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":0.9997000098228455,"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":0.9997000098228455,"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/T12676","display_name":"Machine Learning and ELM","score":0.9843000173568726,"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":0.9648000001907349,"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":0.6906858086585999},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5932420492172241},{"id":"https://openalex.org/keywords/centroid","display_name":"Centroid","score":0.5792900323867798},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5509299039840698},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45093971490859985},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44361361861228943},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4317818880081177},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.41671666502952576},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34399697184562683},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1089257001876831}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6906858086585999},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5932420492172241},{"id":"https://openalex.org/C146599234","wikidata":"https://www.wikidata.org/wiki/Q511093","display_name":"Centroid","level":2,"score":0.5792900323867798},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5509299039840698},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45093971490859985},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44361361861228943},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4317818880081177},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.41671666502952576},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34399697184562683},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1089257001876831},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/tii.2022.3227637","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2022.3227637","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1731081199","https://openalex.org/W1882958252","https://openalex.org/W2183341477","https://openalex.org/W2211868589","https://openalex.org/W2627183927","https://openalex.org/W2795155917","https://openalex.org/W2798991696","https://openalex.org/W2803297029","https://openalex.org/W2937019265","https://openalex.org/W2954628187","https://openalex.org/W2962835731","https://openalex.org/W2962933664","https://openalex.org/W2963176112","https://openalex.org/W2964278684","https://openalex.org/W2981720610","https://openalex.org/W2990619288","https://openalex.org/W2990704977","https://openalex.org/W2998083796","https://openalex.org/W2998846139","https://openalex.org/W3005680577","https://openalex.org/W3021632667","https://openalex.org/W3033910970","https://openalex.org/W3034140121","https://openalex.org/W3034591020","https://openalex.org/W3035519852","https://openalex.org/W3096831136","https://openalex.org/W3104119337","https://openalex.org/W3110059533","https://openalex.org/W3113075965","https://openalex.org/W3114559164","https://openalex.org/W3119635706","https://openalex.org/W3127075416","https://openalex.org/W3128238149","https://openalex.org/W3149860822","https://openalex.org/W3175370657","https://openalex.org/W3175613352","https://openalex.org/W3176602994","https://openalex.org/W3177316921","https://openalex.org/W3181227279","https://openalex.org/W3192275354","https://openalex.org/W3194662152","https://openalex.org/W3195244249","https://openalex.org/W3199184153","https://openalex.org/W4229056286","https://openalex.org/W4285179346","https://openalex.org/W6637618735","https://openalex.org/W6639480849","https://openalex.org/W6713955831","https://openalex.org/W6750109254","https://openalex.org/W6751635369","https://openalex.org/W6761139768","https://openalex.org/W6774075815","https://openalex.org/W6774314701","https://openalex.org/W6779510507","https://openalex.org/W6790859549"],"related_works":["https://openalex.org/W2381926679","https://openalex.org/W2007009951","https://openalex.org/W2082644203","https://openalex.org/W3165040664","https://openalex.org/W2350539780","https://openalex.org/W3122652148","https://openalex.org/W1583866266","https://openalex.org/W4242386713","https://openalex.org/W2002351209","https://openalex.org/W2996505764"],"abstract_inverted_index":{"Recently,":[0],"nonshared-and-imbalanced":[1],"unsupervised":[2,57],"domain":[3,10,16,24,44,58,75,89,144,160],"adaption":[4,59],"has":[5],"been":[6],"proposed":[7,163],"to":[8,20,53,93,130],"fix":[9,100],"shift":[11],"from":[12],"Big":[13],"Data":[14],"source":[15],"with":[17,25,38,135],"long-tail":[18,39],"distribution":[19],"specific":[21],"small":[22],"target":[23],"imbalanced":[26,43,132,143],"distribution,":[27],"including":[28],"two":[29],"challenges:":[30],"1)":[31],"nonshared":[32,116,137],"classes":[33,52],"sharing":[34,50,118],"in":[35],"big":[36],"data":[37,97,117],"distribution;":[40],"and":[41,91,150],"2)":[42],"adaptation.":[45],"Prior":[46],"approaches":[47],"explore":[48],"knowledge":[49],"between":[51],"improve":[54],"performance":[55],"of":[56],"methods.":[60],"However":[61],"these":[62,101],"methods":[63,77,167],"have":[64],"inductive":[65,120],"bias":[66],"for":[67],"prior":[68],"tree":[69],"or":[70],"graph.":[71],"And":[72],"previous":[73,166],"contrastive":[74,109,154],"adaptation":[76],"take":[78],"center-based":[79],"prototypes":[80],"as":[81],"positive":[82],"samples":[83],"which":[84,156],"only":[85],"coarsely":[86],"characterize":[87],"the":[88,95,142,153,159],"structure,":[90],"fail":[92],"depict":[94],"local":[96],"structure.":[98],"To":[99,114,140],"problems,":[102],"we":[103,122,146],"propose":[104],"a":[105,124,148],"novel":[106],"framework":[107],"called":[108],"memory":[110,126,128],"feature":[111],"transfer":[112],"(CMFT).":[113],"solve":[115],"without":[119],"bias,":[121],"build":[123],"centroid":[125],"baseddirected":[127],"transfermechanism":[129],"enhance":[131],"class":[133,138],"features":[134],"similar":[136],"centroid.":[139],"address":[141],"adaptation,":[145],"design":[147],"fault-tolerant":[149],"fine-grainedneighborhood":[151],"prototypefor":[152],"learning":[155],"can":[157],"narrow":[158],"shift.":[161],"The":[162],"CMFT":[164],"outperforms":[165],"on":[168],"most":[169],"benchmarks.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}