{"id":"https://openalex.org/W4413319148","doi":"https://doi.org/10.1109/tpami.2025.3600149","title":"DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion","display_name":"DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion","publication_year":2025,"publication_date":"2025-08-19","ids":{"openalex":"https://openalex.org/W4413319148","doi":"https://doi.org/10.1109/tpami.2025.3600149","pmid":"https://pubmed.ncbi.nlm.nih.gov/40828706"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3600149","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3600149","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/tpami.2025.3600149","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045716717","display_name":"Huiguo He","orcid":"https://orcid.org/0000-0003-1419-059X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiguo He","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0003-1419-059X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101953782","display_name":"Huan Yang","orcid":"https://orcid.org/0000-0002-8612-0702"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]},{"id":"https://openalex.org/I4210119119","display_name":"Beijing Administration Institute","ror":"https://ror.org/02mf18m55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210110145","https://openalex.org/I4210119119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huan Yang","raw_affiliation_strings":["01.AI, Beijing, China","01.AI, Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8612-0702","affiliations":[{"raw_affiliation_string":"01.AI, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]},{"raw_affiliation_string":"01.AI, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210119119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000250405","display_name":"Zixi Tuo","orcid":"https://orcid.org/0009-0005-5402-0458"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]},{"id":"https://openalex.org/I4210119119","display_name":"Beijing Administration Institute","ror":"https://ror.org/02mf18m55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210110145","https://openalex.org/I4210119119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zixi Tuo","raw_affiliation_strings":["01.AI, Beijing, China","01.AI, Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0005-5402-0458","affiliations":[{"raw_affiliation_string":"01.AI, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]},{"raw_affiliation_string":"01.AI, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210119119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100630886","display_name":"Yuan Zhou","orcid":"https://orcid.org/0000-0002-2481-205X"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]},{"id":"https://openalex.org/I4210119119","display_name":"Beijing Administration Institute","ror":"https://ror.org/02mf18m55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210110145","https://openalex.org/I4210119119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Zhou","raw_affiliation_strings":["01.AI, Beijing, China","01.AI, Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"01.AI, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]},{"raw_affiliation_string":"01.AI, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210119119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101663512","display_name":"Qiuyue Wang","orcid":"https://orcid.org/0000-0001-9065-1437"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]},{"id":"https://openalex.org/I4210119119","display_name":"Beijing Administration Institute","ror":"https://ror.org/02mf18m55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210110145","https://openalex.org/I4210119119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiuyue Wang","raw_affiliation_strings":["01.AI, Beijing, China","01.AI, Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"01.AI, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]},{"raw_affiliation_string":"01.AI, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210119119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100321513","display_name":"Yuhang Zhang","orcid":"https://orcid.org/0009-0006-9694-3370"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]},{"id":"https://openalex.org/I4210119119","display_name":"Beijing Administration Institute","ror":"https://ror.org/02mf18m55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210110145","https://openalex.org/I4210119119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhang Zhang","raw_affiliation_strings":["01.AI, Beijing, China","01.AI, Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"01.AI, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]},{"raw_affiliation_string":"01.AI, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210119119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114860117","display_name":"Zeyu Liu","orcid":"https://orcid.org/0009-0009-7765-0638"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]},{"id":"https://openalex.org/I4210119119","display_name":"Beijing Administration Institute","ror":"https://ror.org/02mf18m55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210110145","https://openalex.org/I4210119119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyu Liu","raw_affiliation_strings":["01.AI, Beijing, China","01.AI, Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-7765-0638","affiliations":[{"raw_affiliation_string":"01.AI, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]},{"raw_affiliation_string":"01.AI, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210119119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065536004","display_name":"Wenhao Huang","orcid":"https://orcid.org/0000-0001-5749-0790"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]},{"id":"https://openalex.org/I4210119119","display_name":"Beijing Administration Institute","ror":"https://ror.org/02mf18m55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210110145","https://openalex.org/I4210119119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhao Huang","raw_affiliation_strings":["01.AI, Beijing, China","01.AI, Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"01.AI, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]},{"raw_affiliation_string":"01.AI, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210119119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061525421","display_name":"Hongyang Chao","orcid":"https://orcid.org/0000-0002-6104-2322"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyang Chao","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-6104-2322","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017205177","display_name":"Jian Yin","orcid":"https://orcid.org/0000-0002-1214-5384"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Yin","raw_affiliation_strings":["School of Artificial Intelligence, Sun Yat-sen University, Zhuhai, China","School of Artificial Intelligence, Sun Yat-sen University, Zhuhai, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-1214-5384","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Artificial Intelligence, Sun Yat-sen University, Zhuhai, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.5212,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.96322304,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"47","issue":"12","first_page":"11874","last_page":"11891"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9650999903678894,"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"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9650999903678894,"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/T10028","display_name":"Topic Modeling","score":0.9603000283241272,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.7174126505851746},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6828340291976929},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5289920568466187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5021514892578125},{"id":"https://openalex.org/keywords/subject","display_name":"Subject (documents)","score":0.47489848732948303},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3624575734138489},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13977408409118652},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12907660007476807}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7174126505851746},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6828340291976929},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5289920568466187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5021514892578125},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.47489848732948303},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3624575734138489},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13977408409118652},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12907660007476807},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2025.3600149","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3600149","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:40828706","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40828706","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/tpami.2025.3600149","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3600149","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2937404559","display_name":null,"funder_award_id":"U2001211","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G380298712","display_name":null,"funder_award_id":"U22B2060","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4015785278","display_name":null,"funder_award_id":"2019B1515130001","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G8057543385","display_name":null,"funder_award_id":"U1911203","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/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1987496271","https://openalex.org/W2167174346","https://openalex.org/W2610622001","https://openalex.org/W2768957049","https://openalex.org/W2962931774","https://openalex.org/W2963047368","https://openalex.org/W2963159735","https://openalex.org/W2971281012","https://openalex.org/W3104780697","https://openalex.org/W3169749700","https://openalex.org/W3177333623","https://openalex.org/W3205612999","https://openalex.org/W3212516020","https://openalex.org/W4289865932","https://openalex.org/W4295107494","https://openalex.org/W4304098905","https://openalex.org/W4312697499","https://openalex.org/W4312933868","https://openalex.org/W4360884927","https://openalex.org/W4385270985","https://openalex.org/W4385571045","https://openalex.org/W4385573943","https://openalex.org/W4386072096","https://openalex.org/W4386076676","https://openalex.org/W4386180266","https://openalex.org/W4387250094","https://openalex.org/W4387968294","https://openalex.org/W4388186345","https://openalex.org/W4389539268","https://openalex.org/W4390873054","https://openalex.org/W4390873195","https://openalex.org/W4390874575","https://openalex.org/W4391305822","https://openalex.org/W4394593186","https://openalex.org/W4394625750","https://openalex.org/W4394627652","https://openalex.org/W4400582159","https://openalex.org/W4400582187","https://openalex.org/W4400818431","https://openalex.org/W4402660077","https://openalex.org/W4402702996","https://openalex.org/W4402703076","https://openalex.org/W4402726937","https://openalex.org/W4402774219","https://openalex.org/W4402774246","https://openalex.org/W4402916824","https://openalex.org/W4404612908","https://openalex.org/W4409365603","https://openalex.org/W4411528087","https://openalex.org/W4415796184"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Story":[0],"visualization":[1,50,242],"aims":[2],"to":[3,11,27,95,122,148,189,198,203],"create":[4,28,123],"visually":[5],"compelling":[6],"images":[7],"or":[8],"videos":[9],"corresponding":[10,133,210],"textual":[12,134],"narratives.":[13],"Despite":[14],"recent":[15],"advances":[16],"in":[17,225,260],"diffusion":[18,61],"models":[19],"yielding":[20],"promising":[21],"results,":[22],"existing":[23],"methods":[24],"still":[25],"struggle":[26],"a":[29,38,57,71,230],"coherent":[30],"sequence":[31],"of":[32,65,125,183,208,239,249,258],"subject-consistent":[33,113],"frames":[34],"based":[35],"solely":[36],"on":[37],"story.":[39],"To":[40,218],"this":[41],"end,":[42],"we":[43,228],"propose":[44],"DreamStory,":[45],"an":[46,67,76],"automatic":[47],"open-domain":[48],"story":[49,72,150,226,241],"framework":[51],"by":[52],"leveraging":[53],"the":[54,88,93,105,126,142,156,205,209,236,240,247,250,256],"LLMs":[55],"and":[56,74,101,131,163,222,246,263],"novel":[58],"multi-subject":[59,86],"consistent":[60,79,85,153],"model.":[62,252],"DreamStory":[63,91,116,259],"consists":[64],"(1)":[66],"LLM":[68,94],"acting":[69],"as":[70,137],"director":[73],"(2)":[75],"innovative":[77],"Multi-Subject":[78],"Diffusion":[80],"model":[81],"(MSD)":[82],"for":[83,99,111],"generating":[84],"across":[87],"images.":[89],"First,":[90],"employs":[92],"generate":[96,149],"descriptive":[97],"prompts":[98],"subjects":[100,110,184,202],"scenes":[102,151],"aligned":[103],"with":[104,128,152,175],"story,":[106],"annotating":[107],"each":[108,200],"scene's":[109,201],"subsequent":[112],"generation.":[114],"Second,":[115],"utilizes":[117],"these":[118,129,145],"detailed":[119,172],"subject":[120],"descriptions":[121],"portraits":[124,130],"subjects,":[127],"their":[132,186],"information":[135,207],"serving":[136],"multimodal":[138,146,206],"anchors":[139,147],"(guidance).":[140],"Finally,":[141],"MSD":[143,157],"uses":[144],"multi-subject.":[154],"Specifically,":[155],"includes":[158],"Masked":[159,164],"Mutual":[160,165],"Self-Attention":[161],"(MMSA)":[162],"Cross-Attention":[166],"(MMCA)":[167],"modules.":[168],"MMSA":[169],"module":[170],"ensures":[171],"appearance":[173],"consistency":[174,248],"reference":[176,187],"images,":[177],"while":[178],"MMCA":[179],"captures":[180],"key":[181],"attributes":[182],"from":[185],"text":[188],"ensure":[190],"semantic":[191],"consistency.":[192],"Both":[193],"modules":[194],"employ":[195],"masking":[196],"mechanisms":[197],"restrict":[199],"referencing":[204],"subject,":[211],"effectively":[212],"preventing":[213],"blending":[214],"between":[215],"multiple":[216],"subjects.":[217],"validate":[219,255],"our":[220],"approach":[221],"promote":[223],"progress":[224],"visualization,":[227],"established":[229],"benchmark,":[231],"DS-500,":[232],"which":[233],"can":[234],"assess":[235],"overall":[237],"performance":[238],"framework,":[243],"subject-identification":[244],"accuracy,":[245],"generation":[251],"Extensive":[253],"experiments":[254],"effectiveness":[257],"both":[261],"subjective":[262],"objective":[264],"evaluations.":[265]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}