{"id":"https://openalex.org/W4412461803","doi":"https://doi.org/10.1007/s44267-025-00086-x","title":"A survey of multimodal composite editing and retrieval","display_name":"A survey of multimodal composite editing and retrieval","publication_year":2025,"publication_date":"2025-07-16","ids":{"openalex":"https://openalex.org/W4412461803","doi":"https://doi.org/10.1007/s44267-025-00086-x"},"language":"en","primary_location":{"id":"doi:10.1007/s44267-025-00086-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-025-00086-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-025-00086-x.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008","2097-3330"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s44267-025-00086-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035997818","display_name":"Siyi Li","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suyan Li","raw_affiliation_strings":["Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, Chongqing, 400044, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065912388","display_name":"Fuxiang Huang","orcid":"https://orcid.org/0000-0001-6702-1226"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Fuxiang Huang","raw_affiliation_strings":["Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, Chongqing, 400044, China","Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106578837","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-5305-8543"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, Chongqing, 400044, China","School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China"],"raw_orcid":"https://orcid.org/0000-0002-5305-8543","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5106578837"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":3.9129,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94035582,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"3","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9857000112533569,"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":0.9857000112533569,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9642999768257141,"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/T13310","display_name":"Subtitles and Audiovisual Media","score":0.9605000019073486,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5498825907707214},{"id":"https://openalex.org/keywords/composite-number","display_name":"Composite number","score":0.49313539266586304},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4891086220741272},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.32988274097442627},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.054939448833465576}],"concepts":[{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5498825907707214},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.49313539266586304},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4891086220741272},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.32988274097442627},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.054939448833465576}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44267-025-00086-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-025-00086-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-025-00086-x.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008","2097-3330"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:98a26091ee50419887817c4c18ba8f93","is_oa":true,"landing_page_url":"https://doaj.org/article/98a26091ee50419887817c4c18ba8f93","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":"Visual Intelligence, Vol 3, Iss 1, Pp 1-28 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44267-025-00086-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-025-00086-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-025-00086-x.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008","2097-3330"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412461803.pdf","grobid_xml":"https://content.openalex.org/works/W4412461803.grobid-xml"},"referenced_works_count":237,"referenced_works":["https://openalex.org/W86697565","https://openalex.org/W154984246","https://openalex.org/W1528802670","https://openalex.org/W1583837637","https://openalex.org/W1614298861","https://openalex.org/W1686810756","https://openalex.org/W1773149199","https://openalex.org/W1861492603","https://openalex.org/W1948251820","https://openalex.org/W1975517671","https://openalex.org/W2007083007","https://openalex.org/W2025328853","https://openalex.org/W2130481596","https://openalex.org/W2146025803","https://openalex.org/W2157331557","https://openalex.org/W2163605009","https://openalex.org/W2251512949","https://openalex.org/W2255466643","https://openalex.org/W2340897893","https://openalex.org/W2466618734","https://openalex.org/W2474702929","https://openalex.org/W2524182563","https://openalex.org/W2526050071","https://openalex.org/W2533598788","https://openalex.org/W2561715562","https://openalex.org/W2593116425","https://openalex.org/W2593713917","https://openalex.org/W2596567068","https://openalex.org/W2602856279","https://openalex.org/W2604292070","https://openalex.org/W2606555609","https://openalex.org/W2613718673","https://openalex.org/W2623012778","https://openalex.org/W2738892144","https://openalex.org/W2742448362","https://openalex.org/W2747635822","https://openalex.org/W2750779823","https://openalex.org/W2755257117","https://openalex.org/W2757508077","https://openalex.org/W2766527293","https://openalex.org/W2770776392","https://openalex.org/W2787091153","https://openalex.org/W2794200325","https://openalex.org/W2797650215","https://openalex.org/W2803398058","https://openalex.org/W2886641317","https://openalex.org/W2891417743","https://openalex.org/W2896457183","https://openalex.org/W2898008292","https://openalex.org/W2904367110","https://openalex.org/W2905544595","https://openalex.org/W2911495555","https://openalex.org/W2912083425","https://openalex.org/W2912500072","https://openalex.org/W2913059114","https://openalex.org/W2913954081","https://openalex.org/W2914222299","https://openalex.org/W2914304175","https://openalex.org/W2915043960","https://openalex.org/W2921741573","https://openalex.org/W2933890497","https://openalex.org/W2946948417","https://openalex.org/W2953064936","https://openalex.org/W2963290108","https://openalex.org/W2963446957","https://openalex.org/W2964216321","https://openalex.org/W2970127127","https://openalex.org/W2971157635","https://openalex.org/W2975761438","https://openalex.org/W2991997773","https://openalex.org/W2992526251","https://openalex.org/W2994506732","https://openalex.org/W2998265242","https://openalex.org/W3013621932","https://openalex.org/W3016451726","https://openalex.org/W3016923549","https://openalex.org/W3026458074","https://openalex.org/W3034585290","https://openalex.org/W3036060861","https://openalex.org/W3042208375","https://openalex.org/W3046375867","https://openalex.org/W3047164425","https://openalex.org/W3047551635","https://openalex.org/W3048077125","https://openalex.org/W3048835936","https://openalex.org/W3092673631","https://openalex.org/W3092962760","https://openalex.org/W3094325913","https://openalex.org/W3094452565","https://openalex.org/W3094502228","https://openalex.org/W3096034082","https://openalex.org/W3097366324","https://openalex.org/W3107537120","https://openalex.org/W3108274592","https://openalex.org/W3110063700","https://openalex.org/W3110969460","https://openalex.org/W3125772723","https://openalex.org/W3126337491","https://openalex.org/W3134873017","https://openalex.org/W3135367836","https://openalex.org/W3138516171","https://openalex.org/W3140373187","https://openalex.org/W3150772620","https://openalex.org/W3154400137","https://openalex.org/W3154902219","https://openalex.org/W3155785643","https://openalex.org/W3155833376","https://openalex.org/W3157181916","https://openalex.org/W3176909828","https://openalex.org/W3178406257","https://openalex.org/W3192285294","https://openalex.org/W3192323190","https://openalex.org/W3193652355","https://openalex.org/W3205173298","https://openalex.org/W3206012133","https://openalex.org/W3206128852","https://openalex.org/W3206895837","https://openalex.org/W3216352822","https://openalex.org/W3216472893","https://openalex.org/W4200633008","https://openalex.org/W4200633481","https://openalex.org/W4205488143","https://openalex.org/W4206516739","https://openalex.org/W4206811189","https://openalex.org/W4212817947","https://openalex.org/W4213186350","https://openalex.org/W4214920941","https://openalex.org/W4221141095","https://openalex.org/W4221149529","https://openalex.org/W4221155299","https://openalex.org/W4221166325","https://openalex.org/W4224078534","https://openalex.org/W4224929299","https://openalex.org/W4224951336","https://openalex.org/W4225000354","https://openalex.org/W4225728515","https://openalex.org/W4225957036","https://openalex.org/W4226125322","https://openalex.org/W4226182655","https://openalex.org/W4226317937","https://openalex.org/W4236965008","https://openalex.org/W4281875361","https://openalex.org/W4287029626","https://openalex.org/W4289538158","https://openalex.org/W4289785045","https://openalex.org/W4292828970","https://openalex.org/W4295308727","https://openalex.org/W4296915201","https://openalex.org/W4298852638","https://openalex.org/W4300979859","https://openalex.org/W4301409532","https://openalex.org/W4304091481","https://openalex.org/W4304091775","https://openalex.org/W4306809168","https://openalex.org/W4306814521","https://openalex.org/W4309136123","https://openalex.org/W4309398423","https://openalex.org/W4309398467","https://openalex.org/W4309953141","https://openalex.org/W4312825288","https://openalex.org/W4312940158","https://openalex.org/W4313069894","https://openalex.org/W4313855701","https://openalex.org/W4318203092","https://openalex.org/W4318718936","https://openalex.org/W4319301026","https://openalex.org/W4319653396","https://openalex.org/W4321277285","https://openalex.org/W4321372711","https://openalex.org/W4321766409","https://openalex.org/W4323557205","https://openalex.org/W4324128075","https://openalex.org/W4327519267","https://openalex.org/W4327810971","https://openalex.org/W4360103755","https://openalex.org/W4361194219","https://openalex.org/W4361806825","https://openalex.org/W4366330735","https://openalex.org/W4366343433","https://openalex.org/W4366967122","https://openalex.org/W4375958874","https://openalex.org/W4376312115","https://openalex.org/W4378505291","https://openalex.org/W4378771069","https://openalex.org/W4379260650","https://openalex.org/W4385271134","https://openalex.org/W4385486155","https://openalex.org/W4385966081","https://openalex.org/W4386081160","https://openalex.org/W4386290297","https://openalex.org/W4386432237","https://openalex.org/W4387228589","https://openalex.org/W4387560058","https://openalex.org/W4387715049","https://openalex.org/W4389217159","https://openalex.org/W4389364331","https://openalex.org/W4389708295","https://openalex.org/W4391029603","https://openalex.org/W4391250432","https://openalex.org/W4391454577","https://openalex.org/W4391884092","https://openalex.org/W4392428100","https://openalex.org/W4392781867","https://openalex.org/W4393212898","https://openalex.org/W4393336276","https://openalex.org/W4394947642","https://openalex.org/W4395483751","https://openalex.org/W4395483878","https://openalex.org/W4396713877","https://openalex.org/W4396821179","https://openalex.org/W4399881520","https://openalex.org/W4400086661","https://openalex.org/W4402716304","https://openalex.org/W4405035039","https://openalex.org/W4407873162","https://openalex.org/W6608313692","https://openalex.org/W6638319203","https://openalex.org/W6638601815","https://openalex.org/W6638891565","https://openalex.org/W6674914833","https://openalex.org/W6687483927","https://openalex.org/W6691431627","https://openalex.org/W6725739302","https://openalex.org/W6739901393","https://openalex.org/W6751039726","https://openalex.org/W6766912723","https://openalex.org/W6771275388","https://openalex.org/W6778883912","https://openalex.org/W6788213132","https://openalex.org/W6801897084","https://openalex.org/W6810805153","https://openalex.org/W6846609472","https://openalex.org/W6847631053","https://openalex.org/W6851578965","https://openalex.org/W6852874933","https://openalex.org/W6852952734","https://openalex.org/W6856524000"],"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":{"Abstract":[0],"In":[1,164],"the":[2,75,126,170,186,195,209,217,222,243],"real":[3],"world,":[4],"where":[5],"information":[6],"is":[7,24,87,112,216,229],"abundant":[8],"and":[9,15,40,47,102,109,119,124,148,159,176,203,249,255],"diverse":[10,34],"across":[11],"different":[12],"modalities,":[13],"understanding":[14,137],"utilizing":[16],"various":[17,96],"data":[18],"types":[19],"to":[20,42,64,92,114,236],"improve":[21],"retrieval":[22,32,131,149,254],"systems":[23],"a":[25,58,135,230],"key":[26],"focus":[27],"of":[28,78,83,138,188,198,211,221,233],"research.":[29],"Multimodal":[30,179],"composite":[31,55,85,146,154,157,162,226],"integrates":[33],"modalities":[35],"such":[36],"as":[37,192],"text,":[38],"image":[39],"audio":[41],"provide":[43],"more":[44],"accurate,":[45],"personalized,":[46],"contextually":[48],"relevant":[49],"results.":[50],"However,":[51],"alongside":[52],"retrieval,":[53,158,227],"multimodal":[54,79,84,130,145,161,201,225,234,264],"editing":[56,86,147,256],"plays":[57],"crucial":[59],"role":[60],"in":[61,95,150,185,200,252,262],"enabling":[62],"users":[63],"refine":[65],"or":[66],"modify":[67],"retrieved":[68],"content":[69,104],"through":[70],"intuitive":[71],"interactions,":[72],"which":[73,228],"enhances":[74],"overall":[76],"effectiveness":[77],"systems.":[80,132,265],"The":[81],"task":[82],"becoming":[88],"increasingly":[89],"critical":[90],"due":[91],"its":[93,117],"applications":[94,251],"domains,":[97],"including":[98],"creative":[99],"industries,":[100],"education,":[101],"user-driven":[103],"modification.":[105],"A":[106],"comprehensive":[107,219],"evaluation":[108],"usage":[110],"guide":[111],"needed":[113],"fully":[115],"assess":[116],"capabilities":[118],"limitations,":[120],"since":[121],"it":[122],"complements":[123],"extends":[125],"functionalities":[127],"provided":[128],"by":[129,194],"To":[133,208],"facilitate":[134],"deeper":[136],"this":[139,142,165,214,240],"promising":[140],"direction,":[141],"survey":[143,215],"explores":[144],"depth,":[151],"covering":[152],"image-text":[153,156],"editing,":[155],"other":[160],"retrieval.":[163],"survey,":[166],"we":[167],"systematically":[168],"organize":[169],"application":[171],"scenarios,":[172],"methods,":[173],"benchmarks,":[174],"experiments,":[175],"future":[177],"directions.":[178],"learning":[180,202],"has":[181],"gained":[182],"significant":[183],"popularity":[184],"era":[187],"large":[189,246],"AI":[190],"models,":[191],"demonstrated":[193],"growing":[196],"number":[197],"surveys":[199],"vision-language":[204],"models":[205],"with":[206],"Transformers.":[207],"best":[210],"our":[212],"knowledge,":[213],"first":[218],"review":[220],"literature":[223],"on":[224],"timely":[231],"complement":[232],"fusion":[235],"existing":[237],"reviews.":[238],"Moreover,":[239],"paper":[241],"bridges":[242],"gap":[244],"between":[245],"model":[247],"architectures":[248],"their":[250,259],"both":[253],"tasks,":[257],"highlighting":[258],"intertwined":[260],"roles":[261],"advancing":[263]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-07T14:30:12.667765","created_date":"2025-10-10T00:00:00"}
