{"id":"https://openalex.org/W2508497007","doi":"https://doi.org/10.1109/tmm.2016.2602938","title":"Image Classification by Cross-Media Active Learning With Privileged Information","display_name":"Image Classification by Cross-Media Active Learning With Privileged Information","publication_year":2016,"publication_date":"2016-08-25","ids":{"openalex":"https://openalex.org/W2508497007","doi":"https://doi.org/10.1109/tmm.2016.2602938","mag":"2508497007"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2016.2602938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2016.2602938","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/A5100395035","display_name":"Yan Yan","orcid":"https://orcid.org/0000-0001-9108-6767"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I4210096034","display_name":"Centre for Quantum Computation and Communication Technology","ror":"https://ror.org/00rnbty21","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1337719021","https://openalex.org/I165143802","https://openalex.org/I2801453606","https://openalex.org/I4210096034","https://openalex.org/I4210132349"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yan Yan","raw_affiliation_strings":["Centre for Quantum Computation and Intelligent Systems, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantum Computation and Intelligent Systems, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I4210096034","https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003222421","display_name":"Feiping Nie","orcid":"https://orcid.org/0000-0002-0871-6519"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiping Nie","raw_affiliation_strings":["Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100719271","display_name":"Wen Li","orcid":"https://orcid.org/0000-0002-5559-8594"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Wen Li","raw_affiliation_strings":["Computer Vision Laboratory, ETH Zurich, Switzerland, CH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Vision Laboratory, ETH Zurich, Switzerland, CH","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021881939","display_name":"Chenqiang Gao","orcid":"https://orcid.org/0000-0003-4174-4148"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenqiang Gao","raw_affiliation_strings":["School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005421447","display_name":"Yi Yang","orcid":"https://orcid.org/0000-0002-0512-880X"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I4210096034","display_name":"Centre for Quantum Computation and Communication Technology","ror":"https://ror.org/00rnbty21","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1337719021","https://openalex.org/I165143802","https://openalex.org/I2801453606","https://openalex.org/I4210096034","https://openalex.org/I4210132349"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yi Yang","raw_affiliation_strings":["Centre for Quantum Computation and Intelligent Systems, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantum Computation and Intelligent Systems, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I4210096034","https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082181536","display_name":"Dong Xu","orcid":"https://orcid.org/0000-0003-2775-9730"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dong Xu","raw_affiliation_strings":["School of Electrical and Information Engineering, University of Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":35.9471,"has_fulltext":false,"cited_by_count":149,"citation_normalized_percentile":{"value":0.99714475,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"18","issue":"12","first_page":"2494","last_page":"2502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9993000030517578,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9993000030517578,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.991599977016449,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9848999977111816,"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":0.8723214864730835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7019745111465454},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6369966268539429},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4970569908618927},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.4904596507549286},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46296074986457825},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.45060986280441284},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42462050914764404},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.42023545503616333},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.41741040349006653},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.11285403370857239}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8723214864730835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7019745111465454},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6369966268539429},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4970569908618927},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4904596507549286},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46296074986457825},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.45060986280441284},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42462050914764404},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.42023545503616333},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.41741040349006653},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.11285403370857239},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmm.2016.2602938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2016.2602938","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"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/121819","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/121819","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7699999809265137,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G4125020774","display_name":"\u590d\u6742\u76d1\u63a7\u573a\u666f\u4e0b\u878d\u5408\u7ea2\u5916\u548c\u53ef\u89c1\u5149\u53cc\u6a21\u4fe1\u606f\u7684\u5c0f\u76ee\u6807\u4e8b\u4ef6\u68c0\u6d4b\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61571071","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/F4320322392","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549"},{"id":"https://openalex.org/F4320322701","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32"},{"id":"https://openalex.org/F4320338275","display_name":"Division of Arctic Sciences","ror":"https://ror.org/02trddg58"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W385190221","https://openalex.org/W572368116","https://openalex.org/W1528361845","https://openalex.org/W1686810756","https://openalex.org/W1978633512","https://openalex.org/W1989666518","https://openalex.org/W2008989859","https://openalex.org/W2012599677","https://openalex.org/W2012878613","https://openalex.org/W2015175493","https://openalex.org/W2034747098","https://openalex.org/W2035821475","https://openalex.org/W2042932437","https://openalex.org/W2055600015","https://openalex.org/W2058001207","https://openalex.org/W2067562626","https://openalex.org/W2106277773","https://openalex.org/W2107228074","https://openalex.org/W2108779687","https://openalex.org/W2112193096","https://openalex.org/W2113741880","https://openalex.org/W2119775030","https://openalex.org/W2123599743","https://openalex.org/W2128518360","https://openalex.org/W2134653584","https://openalex.org/W2137184539","https://openalex.org/W2155893237","https://openalex.org/W2171332245","https://openalex.org/W2198183204","https://openalex.org/W2327894203","https://openalex.org/W2726539084","https://openalex.org/W2903158431","https://openalex.org/W4242209908","https://openalex.org/W4285719527","https://openalex.org/W6637373629","https://openalex.org/W6677994088","https://openalex.org/W6687607811","https://openalex.org/W6756615331"],"related_works":["https://openalex.org/W1756896031","https://openalex.org/W2965753329","https://openalex.org/W2184099506","https://openalex.org/W2621001737","https://openalex.org/W4231380332","https://openalex.org/W2287655724","https://openalex.org/W3077461311","https://openalex.org/W2979369196","https://openalex.org/W2133169030","https://openalex.org/W3160932152"],"abstract_inverted_index":{"In":[0,49],"this":[1],"paper,":[2],"we":[3,53,71,97],"propose":[4,98],"a":[5],"novel":[6],"cross-media":[7,107],"active":[8,67],"learning":[9,46,59,61,68],"algorithm":[10],"to":[11,65,99],"reduce":[12],"the":[13,55,66,83,90,106,110,117,122,139],"effort":[14],"on":[15,74],"labeling":[16],"images":[17,22],"for":[18,45,133],"training.":[19],"The":[20],"Internet":[21],"are":[23],"often":[24],"associated":[25],"with":[26],"rich":[27],"textual":[28,33],"descriptions.":[29],"Even":[30],"though":[31],"such":[32],"information":[34],"is":[35,42],"not":[36],"available":[37],"in":[38,126],"test":[39],"images,":[40],"it":[41],"still":[43],"useful":[44],"robust":[47],"classifiers.":[48],"light":[50],"of":[51,85,141],"this,":[52],"apply":[54],"recently":[56],"proposed":[57],"supervised":[58],"paradigm,":[60],"using":[62],"privileged":[63,79],"information,":[64,80],"task.":[69],"Specifically,":[70],"train":[72],"classifiers":[73,92],"both":[75],"visual":[76,111],"features":[77],"and":[78,81,93,109],"measure":[82],"uncertainty":[84,108],"unlabeled":[86,101],"data":[87],"by":[88,103],"exploiting":[89],"learned":[91],"slacking":[94],"function.":[95],"Then,":[96],"select":[100],"samples":[102],"jointly":[104],"measuring":[105],"diversity.":[112],"Our":[113],"method":[114],"automatically":[115],"learns":[116],"optimal":[118],"tradeoff":[119],"parameter":[120],"between":[121],"two":[123],"measurements,":[124],"which":[125],"turn":[127],"makes":[128],"our":[129,142],"algorithms":[130],"particularly":[131],"suitable":[132],"real-world":[134],"applications.":[135],"Extensive":[136],"experiments":[137],"demonstrate":[138],"effectiveness":[140],"approach.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":37},{"year":2017,"cited_by_count":31},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}