{"id":"https://openalex.org/W1971206938","doi":"https://doi.org/10.1109/tmm.2013.2280437","title":"Query-Document-Dependent Fusion: A Case Study of Multimodal Music Retrieval","display_name":"Query-Document-Dependent Fusion: A Case Study of Multimodal Music Retrieval","publication_year":2013,"publication_date":"2013-11-13","ids":{"openalex":"https://openalex.org/W1971206938","doi":"https://doi.org/10.1109/tmm.2013.2280437","mag":"1971206938"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2013.2280437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2013.2280437","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/A5100398107","display_name":"Zhonghua Li","orcid":"https://orcid.org/0009-0008-0395-2820"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhonghua Li","raw_affiliation_strings":["School of Computing, National University of Singapore, Singapore","Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101423194","display_name":"Bingjun Zhang","orcid":"https://orcid.org/0000-0002-6149-7095"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bingjun Zhang","raw_affiliation_strings":["School of Computing, National University of Singapore, Singapore","Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100745222","display_name":"Yi Yu","orcid":"https://orcid.org/0000-0002-0294-6620"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yi Yu","raw_affiliation_strings":["School of Computing, National University of Singapore, Singapore","Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026951130","display_name":"Jialie Shen","orcid":"https://orcid.org/0000-0002-4560-8509"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jialie Shen","raw_affiliation_strings":["School of Information Systems, Singapore Management University, Singapore","Sch. of Inf. Syst., Singapore Manage. Univ., Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"Sch. of Inf. Syst., Singapore Manage. Univ., Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100423435","display_name":"Ye Wang","orcid":"https://orcid.org/0000-0002-0123-1260"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ye Wang","raw_affiliation_strings":["School of Computing, National University of Singapore, Singapore","Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Sch. of Comput. Nat., Univ. of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9523,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.73146787,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"15","issue":"8","first_page":"1830","last_page":"1842"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11439","display_name":"Video Analysis and Summarization","score":0.9954000115394592,"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":0.9937999844551086,"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":0.8612632751464844},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6133484840393066},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.6073468327522278},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.4940376877784729},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.4915851056575775},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.42431554198265076},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41885802149772644},{"id":"https://openalex.org/keywords/web-query-classification","display_name":"Web query classification","score":0.41114920377731323},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3370051383972168},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3113904595375061},{"id":"https://openalex.org/keywords/web-search-query","display_name":"Web search query","score":0.2923567295074463},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1886041760444641},{"id":"https://openalex.org/keywords/search-engine","display_name":"Search engine","score":0.18278127908706665},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.0929693877696991}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8612632751464844},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6133484840393066},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.6073468327522278},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.4940376877784729},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4915851056575775},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.42431554198265076},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41885802149772644},{"id":"https://openalex.org/C118689300","wikidata":"https://www.wikidata.org/wiki/Q7978614","display_name":"Web query classification","level":4,"score":0.41114920377731323},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3370051383972168},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3113904595375061},{"id":"https://openalex.org/C164120249","wikidata":"https://www.wikidata.org/wiki/Q995982","display_name":"Web search query","level":3,"score":0.2923567295074463},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1886041760444641},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.18278127908706665},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0929693877696991},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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":3,"locations":[{"id":"doi:10.1109/tmm.2013.2280437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2013.2280437","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:ink.library.smu.edu.sg:sis_research-2821","is_oa":false,"landing_page_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=2821&context=sis_research","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1109/TMM.2013.2280437","raw_type":"Journal Article"},{"id":"pmh:oai:scholarbank.nus.edu.sg:10635/77906","is_oa":false,"landing_page_url":"http://scholarbank.nus.edu.sg/handle/10635/77906","pdf_url":null,"source":{"id":"https://openalex.org/S7407052290","display_name":"National University of Singapore","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W21829200","https://openalex.org/W125931967","https://openalex.org/W1482214997","https://openalex.org/W1528340495","https://openalex.org/W1532325895","https://openalex.org/W1560724230","https://openalex.org/W1566941822","https://openalex.org/W1772058344","https://openalex.org/W1963658069","https://openalex.org/W1964374700","https://openalex.org/W1982091206","https://openalex.org/W1989085630","https://openalex.org/W1992778361","https://openalex.org/W2010463775","https://openalex.org/W2012665501","https://openalex.org/W2014470830","https://openalex.org/W2020237802","https://openalex.org/W2030811966","https://openalex.org/W2031602671","https://openalex.org/W2033485987","https://openalex.org/W2053101950","https://openalex.org/W2056952330","https://openalex.org/W2062170755","https://openalex.org/W2074650200","https://openalex.org/W2075119184","https://openalex.org/W2078396654","https://openalex.org/W2090561883","https://openalex.org/W2095638614","https://openalex.org/W2096479579","https://openalex.org/W2098162425","https://openalex.org/W2099467003","https://openalex.org/W2100809072","https://openalex.org/W2113968275","https://openalex.org/W2126863010","https://openalex.org/W2128166836","https://openalex.org/W2136076704","https://openalex.org/W2140296997","https://openalex.org/W2142623206","https://openalex.org/W2144707026","https://openalex.org/W2157059464","https://openalex.org/W2158275940","https://openalex.org/W2165612380","https://openalex.org/W2184848982","https://openalex.org/W2187199926","https://openalex.org/W2294451090","https://openalex.org/W3195149063","https://openalex.org/W4213009331","https://openalex.org/W4254968782","https://openalex.org/W6633822702","https://openalex.org/W6638153342","https://openalex.org/W6680168471","https://openalex.org/W6686683559","https://openalex.org/W6686907475","https://openalex.org/W6696964045"],"related_works":["https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2095118173","https://openalex.org/W2382021449","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W2353265673","https://openalex.org/W2152662039","https://openalex.org/W2145797872"],"abstract_inverted_index":{"In":[0,201,225],"recent":[1],"years,":[2],"multimodal":[3,74,101,114],"fusion":[4,18,41,75,78,84,102,115,129,148,223],"has":[5,26],"emerged":[6],"as":[7],"a":[8,34,39,55,72,151,155,173],"promising":[9],"technology":[10],"for":[11,20,43,86,150,209],"effective":[12],"multimedia":[13,174,222],"retrieval.":[14],"Developing":[15],"the":[16,28,47,51,58,82,143,147,164,192,203,230],"optimal":[17,83],"strategy":[19,42,85],"different":[21],"modalities":[22],"(e.g.,":[23],"content,":[24],"metadata)":[25],"been":[27,170],"subject":[29],"of":[30,54,94,120,232],"intensive":[31],"research.":[32],"Given":[33],"query,":[35],"existing":[36,113,207],"methods":[37],"derive":[38,128],"unified":[40],"all":[44,61],"documents":[45],"with":[46,177],"underlying":[48],"assumption":[49,65],"that":[50,112,191,215],"relative":[52],"significance":[53],"modality":[56],"remains":[57],"same":[59],"across":[60],"documents.":[62,98],"However,":[63],"this":[64],"is":[66,195],"often":[67],"invalid.":[68],"We":[69,213],"thus":[70],"propose":[71,123],"general":[73],"framework,":[76],"query-document-dependent":[77],"(QDDF),":[79],"which":[80],"derives":[81,135],"each":[87],"query-document":[88,152],"pair":[89,153],"via":[90,154],"intelligent":[91],"content":[92],"analysis":[93,228],"both":[95,106],"queries":[96,107],"and":[97,108,122,136,139,142,183],"By":[99],"investigating":[100],"strategies":[103],"adaptive":[104],"to":[105,127],"documents,":[109],"we":[110],"demonstrate":[111],"approaches":[116,126,208],"are":[117,218],"special":[118],"cases":[119],"QDDF":[121,125,133,145,194,205,233],"two":[124],"strategies.":[130],"The":[131],"dual-phase":[132,204],"explicitly":[134],"fuses":[137],"query-":[138],"document-dependent":[140,216],"weights,":[141],"regression-based":[144,193],"determines":[146],"weight":[149],"regression":[156],"model":[157],"derived":[158],"from":[159],"training":[160],"data.":[161],"To":[162],"evaluate":[163],"proposed":[165],"approaches,":[166],"comprehensive":[167],"experiments":[168],"have":[169],"conducted":[171],"using":[172],"data":[175,236],"set":[176],"around":[178],"17":[179],"K":[180,186],"full":[181],"songs":[182],"over":[184,234],"236":[185],"social":[187],"queries.":[188,200],"Results":[189],"indicate":[190],"superior":[196],"in":[197,220],"handling":[198],"single-dimension":[199],"comparison,":[202],"outperforms":[206],"most":[210],"query":[211],"types.":[212],"found":[214],"weights":[217],"instrumental":[219],"enhancing":[221],"performance.":[224],"addition,":[226],"efficiency":[227],"demonstrates":[229],"scalability":[231],"large":[235],"sets.":[237]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
