{"id":"https://openalex.org/W3092606432","doi":"https://doi.org/10.1109/jsyst.2020.3026879","title":"Visual-Textual Sentiment Analysis Enhanced by Hierarchical Cross-Modality Interaction","display_name":"Visual-Textual Sentiment Analysis Enhanced by Hierarchical Cross-Modality Interaction","publication_year":2020,"publication_date":"2020-10-08","ids":{"openalex":"https://openalex.org/W3092606432","doi":"https://doi.org/10.1109/jsyst.2020.3026879","mag":"3092606432"},"language":"en","primary_location":{"id":"doi:10.1109/jsyst.2020.3026879","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2020.3026879","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"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 Systems Journal","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/A5102719463","display_name":"Tao Zhou","orcid":"https://orcid.org/0000-0002-1220-5068"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tao Zhou","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012384188","display_name":"Jiuxin Cao","orcid":"https://orcid.org/0000-0002-2448-6717"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiuxin Cao","raw_affiliation_strings":["Key Laboratory of Computer Network Technology of Jiangsu Province, School of Cyber Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Computer Network Technology of Jiangsu Province, School of Cyber Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076214561","display_name":"Xuelin Zhu","orcid":"https://orcid.org/0000-0001-7676-2843"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuelin Zhu","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461575","display_name":"Bo Liu","orcid":"https://orcid.org/0000-0001-5209-9063"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112604661","display_name":"Shancang Li","orcid":"https://orcid.org/0000-0001-5663-7420"},"institutions":[{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shancang Li","raw_affiliation_strings":["Department of Computer Science and Creative Technologies, University of the West of England, Bristol, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Creative Technologies, University of the West of England, Bristol, U.K","institution_ids":["https://openalex.org/I178535277"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102719463"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":1.0747,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.80012771,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"15","issue":"3","first_page":"4303","last_page":"4314"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9984999895095825,"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":0.9939000010490417,"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":0.8092200756072998},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.7328479290008545},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5622975826263428},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5622605085372925},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5620582103729248},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.539726734161377},{"id":"https://openalex.org/keywords/semantic-gap","display_name":"Semantic gap","score":0.5329046845436096},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.44092363119125366},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4139120280742645},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.16115501523017883},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.0862775444984436}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8092200756072998},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.7328479290008545},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5622975826263428},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5622605085372925},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5620582103729248},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.539726734161377},{"id":"https://openalex.org/C86034646","wikidata":"https://www.wikidata.org/wiki/Q474311","display_name":"Semantic gap","level":4,"score":0.5329046845436096},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.44092363119125366},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4139120280742645},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.16115501523017883},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.0862775444984436},{"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsyst.2020.3026879","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2020.3026879","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"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 Systems Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G2696649687","display_name":null,"funder_award_id":"19@ZH014","funder_id":"https://openalex.org/F4320335869","funder_display_name":"National Social Science Fund of China"},{"id":"https://openalex.org/G3904716326","display_name":null,"funder_award_id":"61772133","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4884404976","display_name":null,"funder_award_id":"SBK2019022870","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G7533705064","display_name":null,"funder_award_id":"61972087","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/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W21006490","https://openalex.org/W68733909","https://openalex.org/W154472438","https://openalex.org/W1514535095","https://openalex.org/W1686810756","https://openalex.org/W1811254738","https://openalex.org/W1836465849","https://openalex.org/W1861492603","https://openalex.org/W1905882502","https://openalex.org/W1916445035","https://openalex.org/W2003856922","https://openalex.org/W2046682605","https://openalex.org/W2049705550","https://openalex.org/W2065895060","https://openalex.org/W2075456404","https://openalex.org/W2095705004","https://openalex.org/W2110700950","https://openalex.org/W2112912048","https://openalex.org/W2123024445","https://openalex.org/W2125436662","https://openalex.org/W2126792281","https://openalex.org/W2133564696","https://openalex.org/W2149557440","https://openalex.org/W2156413587","https://openalex.org/W2157331557","https://openalex.org/W2163605009","https://openalex.org/W2164587673","https://openalex.org/W2185175083","https://openalex.org/W2227778791","https://openalex.org/W2250539671","https://openalex.org/W2251939518","https://openalex.org/W2293236424","https://openalex.org/W2302086703","https://openalex.org/W2463955103","https://openalex.org/W2527200148","https://openalex.org/W2557865186","https://openalex.org/W2575842049","https://openalex.org/W2590719554","https://openalex.org/W2604737966","https://openalex.org/W2754370772","https://openalex.org/W2794904450","https://openalex.org/W2795696971","https://openalex.org/W2886444838","https://openalex.org/W2905467555","https://openalex.org/W2922405814","https://openalex.org/W2927865187","https://openalex.org/W2945431268","https://openalex.org/W2946719046","https://openalex.org/W2954469285","https://openalex.org/W2957702778","https://openalex.org/W2962706528","https://openalex.org/W2963413917","https://openalex.org/W2963743213","https://openalex.org/W2963992782","https://openalex.org/W2964308564","https://openalex.org/W2964349605","https://openalex.org/W2971534274","https://openalex.org/W3003826418","https://openalex.org/W6600827882","https://openalex.org/W6630875275","https://openalex.org/W6637373629","https://openalex.org/W6638667902","https://openalex.org/W6638742206","https://openalex.org/W6639102338","https://openalex.org/W6676647902","https://openalex.org/W6678470764","https://openalex.org/W6679434410","https://openalex.org/W6684191040","https://openalex.org/W6691459498","https://openalex.org/W6691937106","https://openalex.org/W6730042849","https://openalex.org/W6736239804"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W203959209","https://openalex.org/W2110287964","https://openalex.org/W2167701463","https://openalex.org/W4307407935"],"abstract_inverted_index":{"Visual-textual":[0],"sentiment":[1,62,78,133,195],"analysis":[2],"could":[3,89,129],"benefit":[4],"user":[5,17],"understanding":[6,47,96],"in":[7,39,45,84,114,157,187],"online":[8],"social":[9,159],"networks":[10],"and":[11,19,42,69,77,82,94,110,137],"enable":[12],"many":[13],"useful":[14],"applications":[15],"like":[16],"profiling":[18],"recommendation.":[20],"However,":[21],"it":[22],"faces":[23],"a":[24,85],"set":[25],"of":[26,120,155],"new":[27],"challenges,":[28],"i.e.,":[29],"exacerbated":[30],"noise":[31,93],"problem":[32],"caused":[33],"by":[34,73],"irrelevant":[35],"or":[36],"redundant":[37],"information":[38,113],"different":[40],"modalities,":[41,72],"the":[43,67,75,92,107,112,118,121,153,175,179],"gap":[44],"joint":[46,95,139,193],"for":[48,60,192],"multimodal":[49,124],"sentiment.":[50],"In":[51],"this":[52],"article,":[53],"we":[54,167],"propose":[55],"hierarchical":[56,86],"cross-modality":[57,132],"interaction":[58,109,134],"model":[59,65],"visual-textual":[61,140,194],"analysis.":[63,196],"Our":[64],"emphasises":[66],"consistency":[68],"correlation":[70],"across":[71],"extracting":[74],"semantic":[76,108],"interactions":[79],"between":[80],"image":[81,190],"text":[83,181],"way,":[87],"which":[88,128],"cope":[90],"with":[91,117,189],"issues,":[97],"respectively.":[98],"Hierarchical":[99],"attention":[100],"mechanism":[101],"is":[102,135,142,148],"first":[103],"adopted":[104],"to":[105,151],"capture":[106],"purify":[111],"one":[115],"modality":[116],"help":[119],"other.":[122],"Then,":[123],"convolutional":[125],"neural":[126],"network,":[127],"fully":[130],"exploit":[131],"incorporated,":[136],"better":[138],"representation":[141],"generated.":[143],"A":[144],"transfer":[145],"learning":[146],"method":[147],"further":[149],"designed":[150],"alleviate":[152],"impact":[154],"noises":[156],"real":[158],"data.":[160],"Through":[161],"extensive":[162],"experiments":[163],"on":[164],"two":[165],"datasets,":[166],"show":[168],"that":[169],"our":[170],"proposed":[171],"framework":[172],"greatly":[173],"surpasses":[174],"state-of-the-art":[176],"approaches.":[177],"Specifically,":[178],"phrase-level":[180],"fragment":[182],"plays":[183],"an":[184],"important":[185],"role":[186],"interacting":[188],"regions":[191]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}