{"id":"https://openalex.org/W3133755445","doi":"https://doi.org/10.1109/tmm.2021.3064408","title":"Unsupervised Image and Text Fusion for Travel Information Enhancement","display_name":"Unsupervised Image and Text Fusion for Travel Information Enhancement","publication_year":2021,"publication_date":"2021-03-10","ids":{"openalex":"https://openalex.org/W3133755445","doi":"https://doi.org/10.1109/tmm.2021.3064408","mag":"3133755445"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2021.3064408","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2021.3064408","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":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10072/418491","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100388617","display_name":"Lu Zhang","orcid":"https://orcid.org/0000-0002-2225-9772"},"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"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Lu Zhang","raw_affiliation_strings":["Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065946561","display_name":"Jingsong Xu","orcid":"https://orcid.org/0000-0002-9102-3616"},"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"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jingsong Xu","raw_affiliation_strings":["Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040047825","display_name":"Yongshun Gong","orcid":"https://orcid.org/0000-0003-3948-4471"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongshun Gong","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101799369","display_name":"Litao Yu","orcid":"https://orcid.org/0000-0001-5260-885X"},"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"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Litao Yu","raw_affiliation_strings":["Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409994","display_name":"Jian Zhang","orcid":"https://orcid.org/0000-0002-7240-3541"},"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"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jian Zhang","raw_affiliation_strings":["Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Global Big Data Technologies Centre, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026951130","display_name":"Jialie Shen","orcid":"https://orcid.org/0000-0002-4560-8509"},"institutions":[{"id":"https://openalex.org/I126231945","display_name":"Queen's University Belfast","ror":"https://ror.org/00hswnk62","country_code":"GB","type":"education","lineage":["https://openalex.org/I126231945"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jialie Shen","raw_affiliation_strings":["School of Electronics, Electrical Engineering and Computer Science, Queen&#x2019;s University Belfast, Belfast, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Electrical Engineering and Computer Science, Queen&#x2019;s University Belfast, Belfast, United Kingdom","institution_ids":["https://openalex.org/I126231945"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100388617"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":0.5826,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.67254864,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"24","issue":null,"first_page":"1415","last_page":"1425"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9990000128746033,"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":0.9987000226974487,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9908999800682068,"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":0.8528091907501221},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6469005942344666},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6406465768814087},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6019148826599121},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.4829953908920288},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4814678728580475},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4419623017311096},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.432442307472229},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4216015934944153},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.4196024537086487},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27321863174438477}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8528091907501221},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6469005942344666},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6406465768814087},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6019148826599121},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.4829953908920288},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4814678728580475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4419623017311096},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.432442307472229},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4216015934944153},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.4196024537086487},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27321863174438477},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tmm.2021.3064408","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2021.3064408","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:10453/147101","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/147101","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"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/418491","is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/418491","pdf_url":null,"source":{"id":"https://openalex.org/S4306402548","display_name":"Griffith Research Online (Griffith University, Queensland, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11701301","host_organization_name":"Griffith University","host_organization_lineage":["https://openalex.org/I11701301"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"pmh:oai:research-repository.griffith.edu.au:10072/418491","is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/418491","pdf_url":null,"source":{"id":"https://openalex.org/S4306402548","display_name":"Griffith Research Online (Griffith University, Queensland, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11701301","host_organization_name":"Griffith University","host_organization_lineage":["https://openalex.org/I11701301"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W68733909","https://openalex.org/W168564468","https://openalex.org/W1895577753","https://openalex.org/W1949478088","https://openalex.org/W1957706851","https://openalex.org/W1969616664","https://openalex.org/W1980315556","https://openalex.org/W1984983329","https://openalex.org/W2006031689","https://openalex.org/W2007972815","https://openalex.org/W2019976352","https://openalex.org/W2030899956","https://openalex.org/W2070753207","https://openalex.org/W2100799972","https://openalex.org/W2139023357","https://openalex.org/W2152311353","https://openalex.org/W2181691731","https://openalex.org/W2296493921","https://openalex.org/W2526851142","https://openalex.org/W2527238922","https://openalex.org/W2604120189","https://openalex.org/W2605649771","https://openalex.org/W2626581947","https://openalex.org/W2725249286","https://openalex.org/W2732096896","https://openalex.org/W2741385306","https://openalex.org/W2757389665","https://openalex.org/W2804344463","https://openalex.org/W2909121443","https://openalex.org/W2963173190","https://openalex.org/W2963389687","https://openalex.org/W2964045146","https://openalex.org/W2964303019","https://openalex.org/W3081375228","https://openalex.org/W3125355101","https://openalex.org/W6605913859","https://openalex.org/W6637373629","https://openalex.org/W6682691769","https://openalex.org/W6729100687","https://openalex.org/W6729941073","https://openalex.org/W7011438494"],"related_works":["https://openalex.org/W3000097931","https://openalex.org/W2354322770","https://openalex.org/W4237547500","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W4239268388","https://openalex.org/W1537496349","https://openalex.org/W2379407973","https://openalex.org/W4243305035","https://openalex.org/W3134175397"],"abstract_inverted_index":{"With":[0],"the":[1,5,35,55,92,101,113,148,159],"explosive":[2],"growth":[3],"of":[4,37,54,100,104,116,163],"shared":[6],"information":[7,51,61],"on":[8,147],"social":[9,31],"media":[10,32],"platforms,":[11],"people":[12],"are":[13],"increasingly":[14],"interested":[15],"in":[16],"sharing":[17],"and":[18,46,66,84,87,98,112,118,129,142,156,161],"making":[19],"their":[20],"travel":[21,27,60],"plans":[22],"by":[23,125],"referring":[24],"to":[25,58,64,82,109],"others\u2019":[26],"experiences.":[28],"However,":[29],"different":[30],"sources":[33],"render":[34],"heterogeneity":[36],"these":[38,68],"valuable":[39],"data,":[40],"bringing":[41],"difficulties":[42],"for":[43,139],"data":[44,70],"collection":[45],"fusion.":[47],"Thus,":[48],"facing":[49],"massive":[50],"online,":[52],"one":[53],"biggest":[56],"challenges":[57],"enhance":[59],"is":[62,137],"how":[63],"integrate":[65],"match":[67,85],"multi-source":[69],"without":[71],"clear":[72],"labels.":[73],"In":[74],"this":[75],"paper,":[76],"we":[77],"propose":[78],"an":[79],"unsupervised":[80],"method":[81,124],"fuse":[83],"images":[86,105,121],"travelogues.":[88],"We":[89],"first":[90],"use":[91],"three":[93,107],"textual":[94],"components":[95],"(title,":[96],"tag,":[97],"description)":[99],"descriptive":[102,114],"texts":[103,115,128],"as":[106],"criteria":[108],"embed":[110],"travelogues":[111,141],"images,":[117],"further":[119],"introduce":[120],"into":[122],"our":[123,164],"joint":[126],"embedding":[127],"images.":[130,143],"Finally,":[131],"a":[132],"multiple":[133],"kernel":[134],"clustering":[135],"approach":[136],"adopted":[138],"matching":[140],"Extensive":[144],"experiments":[145],"conducted":[146],"real":[149],"dataset":[150],"crawled":[151],"from":[152],"two":[153],"websites":[154],"(Flickr":[155],"TripAdvisor)":[157],"demonstrate":[158],"effectiveness":[160],"robustness":[162],"proposed":[165],"method.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
