{"id":"https://openalex.org/W4401634140","doi":"https://doi.org/10.1109/access.2024.3444817","title":"Cross-Modal Retrieval: A Review of Methodologies, Datasets, and Future Perspectives","display_name":"Cross-Modal Retrieval: A Review of Methodologies, Datasets, and Future Perspectives","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401634140","doi":"https://doi.org/10.1109/access.2024.3444817"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3444817","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3444817","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3444817","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037349534","display_name":"Zhichao Han","orcid":"https://orcid.org/0009-0000-2992-5697"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zhichao Han","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0009-0000-2992-5697","affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051612091","display_name":"Azreen Azman","orcid":"https://orcid.org/0000-0002-4118-4809"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Azreen Bin Azman","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-4118-4809","affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004215212","display_name":"Mas Rina Mustaffa","orcid":"https://orcid.org/0000-0001-5088-2871"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mas Rina Binti Mustaffa","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-5088-2871","affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001245212","display_name":"Fatimah Khalid","orcid":"https://orcid.org/0000-0002-5791-065X"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Fatimah Binti Khalid","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-5791-065X","affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130343225"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.3069,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.93819969,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"115716","last_page":"115741"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.8812000155448914,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.8812000155448914,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.8601999878883362,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.8589000105857849,"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":0.7571405172348022},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.6022891402244568},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5581226348876953},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36681655049324036},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3296127915382385},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3208767771720886}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7571405172348022},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6022891402244568},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5581226348876953},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36681655049324036},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3296127915382385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3208767771720886},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3444817","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3444817","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:psasir.upm.edu.my:113886","is_oa":true,"landing_page_url":null,"pdf_url":"http://psasir.upm.edu.my/id/eprint/113886/1/113886.pdf","source":{"id":"https://openalex.org/S4377196260","display_name":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130343225","host_organization_name":"Universiti Putra Malaysia","host_organization_lineage":["https://openalex.org/I130343225"],"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":"Article"},{"id":"pmh:oai:doaj.org/article:be623345779a4841b9062b1c960e0a3b","is_oa":true,"landing_page_url":"https://doaj.org/article/be623345779a4841b9062b1c960e0a3b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 115716-115741 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3444817","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3444817","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":140,"referenced_works":["https://openalex.org/W199018803","https://openalex.org/W1614298861","https://openalex.org/W1686810756","https://openalex.org/W1861492603","https://openalex.org/W1964073652","https://openalex.org/W1970055505","https://openalex.org/W1979644923","https://openalex.org/W2007972815","https://openalex.org/W2025423507","https://openalex.org/W2029163572","https://openalex.org/W2031489346","https://openalex.org/W2052727801","https://openalex.org/W2053667957","https://openalex.org/W2053946370","https://openalex.org/W2064675550","https://openalex.org/W2100235303","https://openalex.org/W2106277773","https://openalex.org/W2112796928","https://openalex.org/W2124386111","https://openalex.org/W2151103935","https://openalex.org/W2153819437","https://openalex.org/W2155803963","https://openalex.org/W2157331557","https://openalex.org/W2162867699","https://openalex.org/W2170653751","https://openalex.org/W2194775991","https://openalex.org/W2199369932","https://openalex.org/W2210322478","https://openalex.org/W2217869562","https://openalex.org/W2250539671","https://openalex.org/W2266728343","https://openalex.org/W2342543219","https://openalex.org/W2345649690","https://openalex.org/W2460139639","https://openalex.org/W2476034201","https://openalex.org/W2512032049","https://openalex.org/W2566165081","https://openalex.org/W2589310369","https://openalex.org/W2604880013","https://openalex.org/W2605362976","https://openalex.org/W2606965845","https://openalex.org/W2618530766","https://openalex.org/W2752345995","https://openalex.org/W2756236931","https://openalex.org/W2759194679","https://openalex.org/W2765440071","https://openalex.org/W2788843501","https://openalex.org/W2795832645","https://openalex.org/W2800086785","https://openalex.org/W2802864907","https://openalex.org/W2803649140","https://openalex.org/W2808243243","https://openalex.org/W2889024947","https://openalex.org/W2896038883","https://openalex.org/W2899912733","https://openalex.org/W2900802124","https://openalex.org/W2905040928","https://openalex.org/W2914320072","https://openalex.org/W2946675767","https://openalex.org/W2953037339","https://openalex.org/W2962805368","https://openalex.org/W2962856082","https://openalex.org/W2963288100","https://openalex.org/W2964130424","https://openalex.org/W2964430790","https://openalex.org/W2965509144","https://openalex.org/W2965682709","https://openalex.org/W2971949219","https://openalex.org/W2974592692","https://openalex.org/W2980381887","https://openalex.org/W2981433620","https://openalex.org/W2982905682","https://openalex.org/W2987671777","https://openalex.org/W2996002873","https://openalex.org/W2999606372","https://openalex.org/W3006030865","https://openalex.org/W3006962461","https://openalex.org/W3010277541","https://openalex.org/W3011997138","https://openalex.org/W3033276647","https://openalex.org/W3033587904","https://openalex.org/W3034851464","https://openalex.org/W3035552787","https://openalex.org/W3035605030","https://openalex.org/W3035747010","https://openalex.org/W3049577264","https://openalex.org/W3080184051","https://openalex.org/W3089955032","https://openalex.org/W3091560917","https://openalex.org/W3093174808","https://openalex.org/W3094286186","https://openalex.org/W3096034082","https://openalex.org/W3096831136","https://openalex.org/W3110846182","https://openalex.org/W3120181862","https://openalex.org/W3142108776","https://openalex.org/W3159088493","https://openalex.org/W3169472988","https://openalex.org/W3171119100","https://openalex.org/W3175419680","https://openalex.org/W3198985204","https://openalex.org/W3213100861","https://openalex.org/W3216333240","https://openalex.org/W4200632612","https://openalex.org/W4214819138","https://openalex.org/W4225359594","https://openalex.org/W4225774139","https://openalex.org/W4226189850","https://openalex.org/W4229046697","https://openalex.org/W4231510805","https://openalex.org/W4282937884","https://openalex.org/W4285288078","https://openalex.org/W4286728644","https://openalex.org/W4293649366","https://openalex.org/W4295530492","https://openalex.org/W4295679074","https://openalex.org/W4295736364","https://openalex.org/W4297772692","https://openalex.org/W4308068144","https://openalex.org/W4312203955","https://openalex.org/W4312477797","https://openalex.org/W4327703600","https://openalex.org/W4361991035","https://openalex.org/W4362681485","https://openalex.org/W4385614537","https://openalex.org/W4385880040","https://openalex.org/W4386472960","https://openalex.org/W4386806257","https://openalex.org/W4393170774","https://openalex.org/W6606244218","https://openalex.org/W6631216910","https://openalex.org/W6636510571","https://openalex.org/W6637373629","https://openalex.org/W6639619044","https://openalex.org/W6640396576","https://openalex.org/W6680302564","https://openalex.org/W6686207219","https://openalex.org/W6693399182","https://openalex.org/W6721087566","https://openalex.org/W6758132781"],"related_works":["https://openalex.org/W2379392295","https://openalex.org/W3160965418","https://openalex.org/W613940353","https://openalex.org/W2320915480","https://openalex.org/W2362990116","https://openalex.org/W2381300099","https://openalex.org/W2714992399","https://openalex.org/W2383812217","https://openalex.org/W2326515389","https://openalex.org/W2491005386"],"abstract_inverted_index":{"With":[0],"the":[1,29,53,92,103,109,116,127,146,157,174,178,185,192,203],"rapid":[2],"development":[3],"of":[4,10,16,95,98,112,129,148,161,169,177,187,209],"science":[5],"and":[6,101,132,197,200,205],"technology,":[7],"all":[8],"types":[9,97],"mixed":[11],"media":[12],"contain":[13],"large":[14],"amounts":[15],"data.":[17,154],"Traditional":[18],"single":[19],"multimedia":[20,78,99,153],"data":[21,79,130,195],"can":[22,76],"no":[23],"longer":[24],"satisfy":[25],"daily":[26],"requirements.":[27],"Therefore,":[28],"cross-modal":[30,45,113,142,162,170,181,210],"retrieval":[31,46,143,171,182],"technology":[32],"has":[33],"become":[34],"an":[35],"urgent":[36],"requirement.":[37],"Consequently,":[38],"there":[39,88],"is":[40,50,108],"a":[41,167],"pressing":[42],"need":[43],"for":[44],"technology.":[47],"Its":[48],"purpose":[49],"to":[51,61,141,144],"mine":[52],"connection":[54],"between":[55,105,151],"different":[56,96,106,152],"modal":[57,64,71,93],"samples,":[58],"that":[59],"is,":[60],"retrieve":[62,77],"another":[63],"sample":[65],"with":[66,85],"approximate":[67],"semantics":[68],"through":[69],"one":[70],"sample.":[72],"For":[73],"example,":[74],"users":[75],"such":[80],"as":[81],"images":[82],"or":[83],"videos":[84],"text.":[86],"However,":[87],"are":[89],"differences":[90],"in":[91,126,184],"representation":[94],"data,":[100],"measuring":[102],"correlation":[104],"modes":[107],"main":[110,189],"problem":[111,147],"retrieval.":[114,211],"Currently,":[115],"most":[117],"popular":[118],"deep":[119,138],"learning":[120,139],"methods":[121,140,160,183],"have":[122,136],"achieved":[123],"remarkable":[124],"results":[125],"field":[128],"processing":[131],"graphics.":[133],"Many":[134],"researchers":[135],"applied":[137],"solve":[145],"similarity":[149],"measurement":[150],"By":[155],"summarizing":[156],"relevant":[158],"paper":[159,165],"retrieval,":[163],"this":[164],"provides":[166],"definition":[168],"problems,":[172],"reviews":[173],"core":[175],"ideas":[176],"current":[179],"mainstream":[180],"form":[186],"three":[188],"methods,":[190,199],"lists":[191],"commonly":[193],"used":[194],"sets":[196],"evaluation":[198],"finally":[201],"analyzes":[202],"problems":[204],"future":[206],"research":[207],"trends":[208]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
