{"id":"https://openalex.org/W4411270878","doi":"https://doi.org/10.1109/mcomstd.2025.3579425","title":"Multimodal Semantic Communication: Research Progress, Key Challenges, and Future Trends","display_name":"Multimodal Semantic Communication: Research Progress, Key Challenges, and Future Trends","publication_year":2025,"publication_date":"2025-06-13","ids":{"openalex":"https://openalex.org/W4411270878","doi":"https://doi.org/10.1109/mcomstd.2025.3579425"},"language":"en","primary_location":{"id":"doi:10.1109/mcomstd.2025.3579425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcomstd.2025.3579425","pdf_url":null,"source":{"id":"https://openalex.org/S4210170334","display_name":"IEEE Communications Standards Magazine","issn_l":"2471-2825","issn":["2471-2825","2471-2833"],"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 Communications Standards Magazine","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/A5089766116","display_name":"Wenwu Xie","orcid":"https://orcid.org/0000-0002-2902-6023"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenwu Xie","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375837","display_name":"Tao Zhang","orcid":"https://orcid.org/0009-0001-2440-7281"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101049189","display_name":"Ming Xiong","orcid":"https://orcid.org/0009-0006-2180-5889"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Xiong","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006819249","display_name":"Jian Zou","orcid":"https://orcid.org/0000-0002-4739-8613"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Zou","raw_affiliation_strings":["College of Applied Technology, Shenzhen University, Shenzhen, China","College of Applied Technology, Shenzhen Univer-sity, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"College of Applied Technology, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210152380","https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Applied Technology, Shenzhen Univer-sity, Shenzhen, China","institution_ids":["https://openalex.org/I4210152380","https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076056306","display_name":"Peng Zhu","orcid":"https://orcid.org/0000-0002-8610-119X"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Zhu","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang, China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015729753","display_name":"Liang Yang","orcid":"https://orcid.org/0000-0002-6576-332X"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Yang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5089766116"],"corresponding_institution_ids":["https://openalex.org/I100286613"],"apc_list":null,"apc_paid":null,"fwci":8.4905,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97474127,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"9","issue":"4","first_page":"9","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11148","display_name":"Language, Metaphor, and Cognition","score":0.7896999716758728,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11148","display_name":"Language, Metaphor, and Cognition","score":0.7896999716758728,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.7566999793052673,"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/T12028","display_name":"Knowledge Management and Sharing","score":0.738099992275238,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6802155375480652},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4036681056022644},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3931349515914917}],"concepts":[{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6802155375480652},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4036681056022644},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3931349515914917},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcomstd.2025.3579425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcomstd.2025.3579425","pdf_url":null,"source":{"id":"https://openalex.org/S4210170334","display_name":"IEEE Communications Standards Magazine","issn_l":"2471-2825","issn":["2471-2825","2471-2833"],"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 Communications Standards Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2946889564","https://openalex.org/W3036851434","https://openalex.org/W3216777582","https://openalex.org/W4308327972","https://openalex.org/W4312958552","https://openalex.org/W4313350220","https://openalex.org/W4313455370","https://openalex.org/W4372346056","https://openalex.org/W4389545409","https://openalex.org/W4391677749","https://openalex.org/W4392903433","https://openalex.org/W4393371816","https://openalex.org/W4399525892","https://openalex.org/W4402351164","https://openalex.org/W4405351316"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"With":[0],"the":[1,16,108,131],"rapid":[2],"advancement":[3],"of":[4,18,84,110],"AI,":[5],"deep":[6],"learning":[7],"has":[8,47],"been":[9],"increasingly":[10],"integrated":[11],"into":[12],"communication":[13,63,115,125],"systems,":[14,128],"driving":[15],"evolution":[17],"semantic":[19,62,80,114],"communication.":[20],"By":[21],"extracting":[22],"and":[23,37,55,89,97,133,145],"transmitting":[24],"task-relevant":[25],"semantics":[26],"from":[27],"raw":[28],"signals,":[29],"this":[30,151],"paradigm":[31],"enhances":[32],"efficiency":[33],"while":[34],"alleviating":[35],"bandwidth":[36],"redundancy":[38],"constraints.":[39],"Multimodal":[40],"data,":[41],"as":[42],"a":[43,111],"dominant":[44],"representation":[45],"form,":[46],"shown":[48],"promising":[49],"results":[50],"in":[51,61,75,126,140,150],"tasks":[52],"like":[53],"VQA":[54],"cross-modal":[56,79],"retrieval.":[57],"However,":[58],"its":[59],"application":[60],"remains":[64],"nascent,":[65],"with":[66],"most":[67],"studies":[68],"limited":[69],"to":[70],"unimodal":[71],"scenarios.":[72],"Challenges":[73],"persist":[74],"achieving":[76],"modality-coordinated":[77],"compression,":[78],"alignment":[81],"(the":[82],"process":[83],"ensuring":[85],"consistency":[86],"between":[87],"transmitted":[88],"received":[90],"semantics,":[91],"or":[92],"aligning":[93],"representations":[94],"across":[95],"modalities),":[96],"robust":[98],"task-oriented":[99],"transmission":[100],"under":[101],"channel":[102],"variations.":[103],"Addressing":[104],"these":[105],"issues":[106],"necessitates":[107],"development":[109],"unified":[112],"multimodal":[113],"(MMSC)":[116],"framework.":[117],"Such":[118],"efforts":[119],"are":[120],"crucial":[121],"for":[122],"enabling":[123],"intelligent":[124],"future":[127,147],"including":[129],"6G,":[130],"metaverse,":[132],"IoV.":[134],"This":[135],"article":[136],"reviews":[137],"recent":[138],"progress":[139],"MMSC,":[141],"outlines":[142],"key":[143],"challenges,":[144],"explores":[146],"research":[148],"directions":[149],"emerging":[152],"field.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
