{"id":"https://openalex.org/W4413451812","doi":"https://doi.org/10.32604/cmc.2025.068225","title":"CAPGen: An MLLM-Based Framework Integrated with Iterative Optimization Mechanism for Cultural Artifacts Poster Generation","display_name":"CAPGen: An MLLM-Based Framework Integrated with Iterative Optimization Mechanism for Cultural Artifacts Poster Generation","publication_year":2025,"publication_date":"2025-08-22","ids":{"openalex":"https://openalex.org/W4413451812","doi":"https://doi.org/10.32604/cmc.2025.068225"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.068225","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.068225","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.32604/cmc.2025.068225","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044838326","display_name":"Qianqian Hu","orcid":"https://orcid.org/0009-0005-0013-2761"},"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":"Qianqian Hu","raw_affiliation_strings":["School of Design, Hunan University, Changsha, 410082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design, Hunan University, Changsha, 410082, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071244115","display_name":"Chuhan Li","orcid":"https://orcid.org/0000-0001-5989-0093"},"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":"Chuhan Li","raw_affiliation_strings":["School of Design, Hunan University, Changsha, 410082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design, Hunan University, Changsha, 410082, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101765506","display_name":"Mohan Zhang","orcid":"https://orcid.org/0000-0003-4014-0270"},"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":"Mohan Zhang","raw_affiliation_strings":["School of Design, Hunan University, Changsha, 410082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design, Hunan University, Changsha, 410082, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101836322","display_name":"Fang Liu","orcid":"https://orcid.org/0000-0002-0474-6569"},"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":"Fang Liu","raw_affiliation_strings":["School of Design, Hunan University, Changsha, 410082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design, Hunan University, Changsha, 410082, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18328487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"86","issue":"1","first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9983000159263611,"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/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9983000159263611,"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/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.9954000115394592,"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":0.9742000102996826,"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/mechanism","display_name":"Mechanism (biology)","score":0.7528856992721558},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5811282992362976},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.11998644471168518},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.06540930271148682}],"concepts":[{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.7528856992721558},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5811282992362976},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.11998644471168518},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.06540930271148682}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.068225","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.068225","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.068225","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.068225","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"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":{"Due":[0],"to":[1,37,67,108,118],"the":[2,10,14,18,68,75,120,136,169,179],"digital":[3],"transformation":[4],"tendency":[5],"among":[6],"cultural":[7,28,46,115],"institutions":[8],"and":[9,41,58,65,71,161,174],"substantial":[11],"inffuence":[12],"of":[13,20,74,111,181],"social":[15],"media":[16],"platform,":[17],"demands":[19],"visual":[21,70,159],"communication":[22],"keep":[23],"increasing":[24],"for":[25,114],"promoting":[26],"traditional":[27],"artifacts":[29],"online.":[30],"As":[31],"an":[32,81,139],"effective":[33],"medium,":[34],"posters":[35,137],"serve":[36],"attract":[38],"public":[39],"attention":[40],"facilitate":[42],"broader":[43],"engagement":[44],"with":[45,97,106,142],"artifacts.":[47,76],"However,":[48],"existing":[49],"poster":[50,182],"generation":[51],"methods":[52,156],"mainly":[53],"rely":[54],"on":[55,90],"ffxed":[56],"templates":[57],"manual":[59],"design,":[60],"which":[61],"limits":[62],"their":[63],"scalability":[64],"adaptability":[66],"diverse":[69],"semantic":[72],"features":[73],"Therefore,":[77],"we":[78,104,127,134],"propose":[79],"CAPGen,":[80],"automated":[82],"aesthetic":[83,162],"Cultural":[84],"Artifacts":[85],"Poster":[86],"Generation":[87],"framework":[88],"built":[89],"a":[91,143],"Multimodal":[92],"Large":[93],"Language":[94],"Model":[95],"(MLLM)":[96],"integrated":[98,141],"iterative":[99,145,171],"optimization.":[100],"During":[101],"our":[102],"research,":[103],"collaborated":[105],"designers":[107],"define":[109],"principles":[110,176],"graphic":[112],"design":[113,175],"artifact":[116],"posters,":[117],"guide":[119],"MLLM":[121,140],"in":[122,157],"generating":[123],"layout":[124],"parameters.":[125],"Later,":[126],"generated":[128],"these":[129],"parameters":[130],"into":[131],"posters.":[132],"Finally,":[133],"refined":[135],"using":[138],"multi-round":[144],"optimization":[146,172],"mechanism.":[147],"Qualitative":[148],"results":[149],"show":[150],"that":[151,168],"CAPGen":[152],"consistently":[153],"outperforms":[154],"baseline":[155],"both":[158],"quality":[160],"performance.":[163],"Furthermore,":[164],"ablation":[165],"studies":[166],"indicate":[167],"prompt,":[170],"mechanism,":[173],"significantly":[177],"enhance":[178],"effectiveness":[180],"generation.":[183]},"counts_by_year":[],"updated_date":"2026-06-25T06:16:34.145877","created_date":"2025-10-10T00:00:00"}
