{"id":"https://openalex.org/W2280985394","doi":"https://doi.org/10.1609/aaai.v25i1.8090","title":"Heterogeneous Transfer Learning for Image Classification","display_name":"Heterogeneous Transfer Learning for Image Classification","publication_year":2011,"publication_date":"2011-08-04","ids":{"openalex":"https://openalex.org/W2280985394","doi":"https://doi.org/10.1609/aaai.v25i1.8090","mag":"2280985394"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v25i1.8090","doi":"https://doi.org/10.1609/aaai.v25i1.8090","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v25i1.8090","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1609/aaai.v25i1.8090","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103141925","display_name":"Yin Zhu","orcid":"https://orcid.org/0000-0001-7861-4203","observed_orcids":["https://orcid.org/0000-0001-7861-4203"]},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yin Zhu","raw_affiliation_strings":["Hong Kong University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101714285","display_name":"Yuqiang Chen","orcid":"https://orcid.org/0000-0002-0646-7571","observed_orcids":["https://orcid.org/0000-0002-0646-7571"]},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqiang Chen","raw_affiliation_strings":["Shanghai Jiao Tong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026597679","display_name":"Zhongqi Lu","orcid":"https://orcid.org/0000-0003-3242-0918","observed_orcids":["https://orcid.org/0000-0003-3242-0918"]},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhongqi Lu","raw_affiliation_strings":["\u2020Hong Kong University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u2020Hong Kong University of Science and Technology","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082984558","display_name":"Sinno Jialin Pan","orcid":"https://orcid.org/0000-0001-6565-3836","observed_orcids":["https://orcid.org/0000-0001-6565-3836"]},"institutions":[{"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":"Sinno Pan","raw_affiliation_strings":["Institute for Infocomm Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109845737","display_name":"Gui-Rong Xue","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gui-Rong Xue","raw_affiliation_strings":["Shanghai Jiao Tong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001571390","display_name":"Yong Hai Yu","orcid":"https://orcid.org/0000-0003-0281-8271","observed_orcids":["https://orcid.org/0000-0003-0281-8271"]},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Yu","raw_affiliation_strings":["Shanghai Jiao Tong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100636286","display_name":"Qiang Yang","orcid":"https://orcid.org/0000-0001-5059-8360","observed_orcids":["https://orcid.org/0000-0001-5059-8360","https://orcid.org/0000-0002-0761-4692","https://orcid.org/0000-0002-6788-8775","https://orcid.org/0000-0002-6570-1516","https://orcid.org/0000-0002-6524-9443","https://orcid.org/0000-0002-0565-2273"]},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qiang Yang","raw_affiliation_strings":["Hong Kong University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.095,"has_fulltext":true,"cited_by_count":384,"citation_normalized_percentile":{"value":0.98953325,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"25","issue":"1","first_page":"1304","last_page":"1309"},"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":0.9990000128746033,"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":0.9990000128746033,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.0003000000142492354,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.00019999999494757503,"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/heterogeneous-transfer-learning","display_name":"heterogeneous transfer learning","score":0.9610000252723694},{"id":"https://openalex.org/keywords/image-classification","display_name":"image classification","score":0.7639999985694885},{"id":"https://openalex.org/keywords/matrix-factorization","display_name":"matrix factorization","score":0.746999979019165},{"id":"https://openalex.org/keywords/semantic-concept-extraction","display_name":"semantic concept extraction","score":0.5789999961853027},{"id":"https://openalex.org/keywords/cross-domain-learning","display_name":"cross-domain learning","score":0.4620000123977661},{"id":"https://openalex.org/keywords/caltech-256","display_name":"Caltech-256","score":0.7860000133514404}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8260090947151184},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7200629115104675},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5992886424064636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5336825251579285},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.4967203736305237},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4632924795150757},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.44047513604164124},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.4392232298851013},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4197218120098114},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3719547986984253},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3364502787590027},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1609/aaai.v25i1.8090","doi":"https://doi.org/10.1609/aaai.v25i1.8090","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v25i1.8090","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:ojs.aaai.org:article/8090","doi":null,"is_oa":true,"landing_page_url":"https://ojs.aaai.org/index.php/AAAI/article/view/8090","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/8090/7948","source":{"id":"https://openalex.org/S4306400155","display_name":"AAAI Publications (The Association for the Advancement of Artificial Intelligence (AAAI))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801652627","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/I2801652627"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2159-5399","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.224.129","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.224.129","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cse.ust.hk/%7Eyinz/HTL_AAAI11.pdf","raw_type":"text"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-35236","doi":null,"is_oa":false,"landing_page_url":"http://lbdiscover.ust.hk/uresolver?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rfr_id=info:sid/HKUST:SPI&rft.genre=article&rft.issn=&rft.volume=&rft.issue=&rft.date=2011&rft.spage=&rft.aulast=Zhu&rft.aufirst=Yin%7C014207&rft.atitle=Heterogeneous+Transfer+Learning+for+Image+Classification&rft.title=Twenty-Fifth+AAAI+Conference+on+Artificial+Intelligence+%28AAAI+2011%29%2C+San+Francisco%2C+California%2C+USA","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Conference paper"},{"id":"pmh:oai:repository.ust.hk:1783.1-35236","doi":null,"is_oa":false,"landing_page_url":"http://repository.ust.hk/ir/Record/1783.1-35236","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"}],"best_oa_location":{"id":"doi:10.1609/aaai.v25i1.8090","doi":"https://doi.org/10.1609/aaai.v25i1.8090","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v25i1.8090","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2547827217","display_name":"\u57fa\u4e8e\u8fc1\u79fb\u5b66\u4e60\u7684Web\u6316\u6398\u7814\u7a76","funder_award_id":"60873211","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G790620048","display_name":null,"funder_award_id":"60910123","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/F4320323537","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2280985394.pdf","grobid_xml":"https://content.openalex.org/works/W2280985394.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W66104079","https://openalex.org/W1576445103","https://openalex.org/W1625255723","https://openalex.org/W2098841537","https://openalex.org/W2099971677","https://openalex.org/W2103519186","https://openalex.org/W2117420919","https://openalex.org/W2120354757","https://openalex.org/W2122922389","https://openalex.org/W2124192166","https://openalex.org/W2125263373","https://openalex.org/W2134845968","https://openalex.org/W2136504847","https://openalex.org/W2147152072","https://openalex.org/W2151103935","https://openalex.org/W2151375682","https://openalex.org/W2156940638","https://openalex.org/W2165698076","https://openalex.org/W3096437212","https://openalex.org/W3146885639","https://openalex.org/W4231855999"],"related_works":["https://openalex.org/W2098355853","https://openalex.org/W1998665731","https://openalex.org/W2897649600","https://openalex.org/W2113536712","https://openalex.org/W2758375579","https://openalex.org/W2105432881","https://openalex.org/W2464503653","https://openalex.org/W3203920254","https://openalex.org/W1909286886","https://openalex.org/W2043228833"],"abstract_inverted_index":{"Transfer":[0],"learning":[1,6,32,81],"as":[2,64,112],"a":[3,20,78,94,113,170,191],"new":[4],"machine":[5],"paradigm":[7],"has":[8],"gained":[9],"increasing":[10],"attention":[11],"lately.":[12],"In":[13],"situations":[14],"where":[15],"the":[16,47,57,61,65,119,125,135,138,143,154,157,165,177,183,199,205],"training":[17],"data":[18,36,59,140,168],"in":[19,50,68,137],"target":[21,66,158],"domain":[22],"are":[23,187],"not":[24],"sufficient":[25],"to":[26,115,132,152,189],"learn":[27],"predictive":[28],"models":[29],"effectively,":[30],"transfer":[31,80,85,116,134],"leverages":[33],"auxiliary":[34,166,184],"source":[35,40,58,139,167],"from":[37,118,164],"other":[38],"related":[39],"domains":[41],"for":[42,83,93],"learning.":[43],"While":[44],"most":[45],"of":[46,156,201],"existing":[48],"works":[49],"this":[51,69,73],"area":[52],"only":[53],"focused":[54],"on":[55,104,204],"using":[56,176],"with":[60,160],"same":[62],"structure":[63],"data,":[67,185],"paper,":[70],"we":[71,186],"push":[72],"boundary":[74],"further":[75],"by":[76,182],"proposing":[77],"heterogeneous":[79],"framework":[82],"knowledge":[84,117,136],"between":[86],"text":[87,121,144],"and":[88],"images.":[89],"We":[90,196],"observe":[91],"that":[92],"target-domain":[95],"classification":[96],"problem,":[97],"some":[98],"annotated":[99],"images":[100,159],"can":[101,110,145],"be":[102,146],"found":[103],"many":[105],"social":[106],"Web":[107],"sites,":[108],"which":[109],"serve":[111],"bridge":[114],"abundant":[120],"documents":[122],"available":[123],"over":[124],"Web.":[126],"A":[127],"key":[128],"question":[129],"is":[130,151],"how":[131],"effectively":[133],"even":[141],"though":[142],"arbitrarily":[147],"found.":[148],"Our":[149],"solution":[150],"enrich":[153],"representation":[155],"semantic":[161,179],"concepts":[162],"extracted":[163],"through":[169],"novel":[171],"matrix":[172],"factorization":[173],"method.":[174],"By":[175],"latent":[178],"features":[180],"generated":[181],"able":[188],"build":[190],"better":[192],"integrated":[193],"image":[194,207],"classifier.":[195],"empirically":[197],"demonstrate":[198],"effectiveness":[200],"our":[202],"algorithm":[203],"Caltech-256":[206],"dataset.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":30},{"year":2023,"cited_by_count":24},{"year":2022,"cited_by_count":40},{"year":2021,"cited_by_count":40},{"year":2020,"cited_by_count":60},{"year":2019,"cited_by_count":38},{"year":2018,"cited_by_count":31},{"year":2017,"cited_by_count":24},{"year":2016,"cited_by_count":15},{"year":2015,"cited_by_count":25},{"year":2014,"cited_by_count":17},{"year":2013,"cited_by_count":11},{"year":2012,"cited_by_count":9}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
