{"id":"https://openalex.org/W4403780756","doi":"https://doi.org/10.1145/3664647.3681373","title":"Evolving Storytelling: Benchmarks and Methods for New Character Customization with Diffusion Models","display_name":"Evolving Storytelling: Benchmarks and Methods for New Character Customization with Diffusion Models","publication_year":2024,"publication_date":"2024-10-26","ids":{"openalex":"https://openalex.org/W4403780756","doi":"https://doi.org/10.1145/3664647.3681373"},"language":"en","primary_location":{"id":"doi:10.1145/3664647.3681373","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3664647.3681373","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Multimedia","raw_type":"proceedings-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/A5107934416","display_name":"Xiyu Wang","orcid":"https://orcid.org/0000-0002-8289-8592"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Xiyu Wang","raw_affiliation_strings":["Interdisciplinary Graduate Programme, Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Interdisciplinary Graduate Programme, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374829","display_name":"Yufei Wang","orcid":"https://orcid.org/0000-0002-6326-7357"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yufei Wang","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115501011","display_name":"Satoshi Tsutsui","orcid":"https://orcid.org/0000-0001-8003-2616"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Satoshi Tsutsui","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403129","display_name":"Weisi Lin","orcid":"https://orcid.org/0000-0001-9866-1947"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weisi Lin","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024709593","display_name":"Bihan Wen","orcid":"https://orcid.org/0000-0002-6874-6453"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bihan Wen","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080977911","display_name":"Alex C. Kot","orcid":"https://orcid.org/0000-0001-6262-8125"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Alex Kot","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5107934416"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":8.0632,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.97184662,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"3751","last_page":"3760"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12377","display_name":"Digital Humanities and Scholarship","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12377","display_name":"Digital Humanities and Scholarship","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11574","display_name":"Artificial Intelligence in Games","score":0.9707000255584717,"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/T12290","display_name":"Human Motion and Animation","score":0.9678000211715698,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/character","display_name":"Character (mathematics)","score":0.7872437238693237},{"id":"https://openalex.org/keywords/storytelling","display_name":"Storytelling","score":0.7322322130203247},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6961118578910828},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6510262489318848},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5375542044639587},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.29924696683883667},{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.1918412744998932},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.11318987607955933},{"id":"https://openalex.org/keywords/literature","display_name":"Literature","score":0.08036679029464722},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.05742928385734558}],"concepts":[{"id":"https://openalex.org/C2780861071","wikidata":"https://www.wikidata.org/wiki/Q1062934","display_name":"Character (mathematics)","level":2,"score":0.7872437238693237},{"id":"https://openalex.org/C2776538412","wikidata":"https://www.wikidata.org/wiki/Q989963","display_name":"Storytelling","level":3,"score":0.7322322130203247},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6961118578910828},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6510262489318848},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5375542044639587},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.29924696683883667},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.1918412744998932},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.11318987607955933},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.08036679029464722},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.05742928385734558},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3664647.3681373","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3664647.3681373","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Multimedia","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/180038","is_oa":false,"landing_page_url":"https://2024.acmmm.org/accepted-list","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2183341477","https://openalex.org/W2560674852","https://openalex.org/W2962770929","https://openalex.org/W2962910007","https://openalex.org/W2963047368","https://openalex.org/W2964024144","https://openalex.org/W2989265781","https://openalex.org/W3096831136","https://openalex.org/W3205612999","https://openalex.org/W4224035735","https://openalex.org/W4240935049","https://openalex.org/W4289785095","https://openalex.org/W4312933868","https://openalex.org/W4320561770","https://openalex.org/W4386072096","https://openalex.org/W4386076425","https://openalex.org/W4386076676","https://openalex.org/W4389216631","https://openalex.org/W4402774246","https://openalex.org/W4402776467"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2884441370","https://openalex.org/W1536421369","https://openalex.org/W2086118318","https://openalex.org/W2082193010","https://openalex.org/W4319988281","https://openalex.org/W2993120730","https://openalex.org/W4251972423"],"abstract_inverted_index":{"Diffusion-based":[0],"models":[1],"for":[2,12,235],"story":[3,135,141,211],"visualization":[4],"have":[5],"shown":[6],"promise":[7],"in":[8,92,167,213],"generating":[9,93],"content-coherent":[10],"images":[11,165,173],"storytelling":[13],"tasks.":[14],"However,":[15],"how":[16],"to":[17,51,71,87,117,161,181,223],"effectively":[18],"integrate":[19],"new":[20,66,94,144,175,225,233],"characters":[21,98,145,185,226],"into":[22,149],"existing":[23,196],"narratives":[24],"while":[25,177],"maintaining":[26],"character":[27,53,114,120,151,158],"consistency":[28],"remains":[29],"an":[30,220],"open":[31],"problem,":[32],"particularly":[33],"with":[34,96,138,171],"limited":[35],"data.":[36],"Two":[37],"major":[38],"limitations":[39],"hinder":[40],"the":[41,44,61,80,119,143,163,168,199],"progress:":[42],"(1)":[43],"absence":[45],"of":[46,63,122,174,184,209],"a":[47,101,128,132,139,155],"suitable":[48],"benchmark":[49],"due":[50],"potential":[52],"leakage":[54],"and":[55,59,67,112,186,202],"inconsistent":[56],"text":[57,110],"labeling,":[58],"(2)":[60],"challenge":[62],"distinguishing":[64],"between":[65],"old":[68],"characters,":[69,176],"leading":[70],"ambiguous":[72],"results.":[73],"To":[74],"address":[75],"these":[76],"challenges,":[77],"we":[78,125],"introduce":[79],"NewEpisode":[81,200],"benchmark,":[82,201],"comprising":[83],"refined":[84,106,109],"datasets":[85],"designed":[86],"evaluate":[88],"generative":[89],"models'":[90],"adaptability":[91],"stories":[95],"fresh":[97],"using":[99,227],"just":[100],"single":[102,140],"example":[103,230],"story.":[104],"The":[105],"dataset":[107],"involves":[108],"prompts":[111],"eliminates":[113],"leakage.":[115],"Additionally,":[116],"mitigate":[118],"confusion":[121],"generated":[123,164],"results,":[124],"propose":[126],"EpicEvo,":[127],"method":[129],"that":[130,193],"customizes":[131],"diffusion-based":[133],"visual":[134,210],"generation":[136,212],"model":[137],"featuring":[142],"seamlessly":[146],"integrating":[147],"them":[148],"established":[150],"dynamics.":[152],"EpicEvo":[153,194,218],"introduces":[154],"novel":[156],"adversarial":[157],"alignment":[159],"module":[160],"align":[162],"progressively":[166],"diffusive":[169],"process,":[170],"exemplar":[172],"applying":[178],"knowledge":[179],"distillation":[180],"prevent":[182],"forgetting":[183],"background":[187],"details.":[188],"Our":[189],"evaluation":[190],"quantitatively":[191],"demonstrates":[192],"outperforms":[195],"baselines":[197],"on":[198],"qualitative":[203],"studies":[204],"confirm":[205],"its":[206],"superior":[207],"customization":[208],"diffusion":[214],"models.":[215],"In":[216],"summary,":[217],"provides":[219],"effective":[221],"way":[222],"incorporate":[224],"only":[228],"one":[229],"story,":[231],"unlocking":[232],"possibilities":[234],"applications":[236],"such":[237],"as":[238],"serialized":[239],"cartoons.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}