{"id":"https://openalex.org/W4405468559","doi":"https://doi.org/10.1109/fg67764.2026.11557020","title":"StyleDiT: A Unified Framework for Diverse Child and Partner Faces Synthesis with Style Latent Diffusion Transformer","display_name":"StyleDiT: A Unified Framework for Diverse Child and Partner Faces Synthesis with Style Latent Diffusion Transformer","publication_year":2026,"publication_date":"2026-05-25","ids":{"openalex":"https://openalex.org/W4405468559","doi":"https://doi.org/10.1109/fg67764.2026.11557020"},"language":"en","primary_location":{"id":"doi:10.1109/fg67764.2026.11557020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fg67764.2026.11557020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 20th International Conference on Automatic Face and Gesture Recognition (FG)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2412.10785","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Pin-Yen Chiu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pin-Yen Chiu","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052561565","display_name":"Duo\u2010Long Wu","orcid":"https://orcid.org/0000-0002-8444-8691"},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Dai-Jie Wu","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115505240","display_name":"Po-Hsun Chu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Po-Hsun Chu","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103418202","display_name":"Cheng Ting Hsu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hsuan Hsu","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115505241","display_name":"Hsiang-Chen Chiu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsiang-Chen Chiu","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chih-Yu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Yu Wang","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073326611","display_name":"J. M. Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jun-Cheng Chen","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210086894"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.00441976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9865999817848206,"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/T11448","display_name":"Face recognition and analysis","score":0.9865999817848206,"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/style","display_name":"Style (visual arts)","score":0.5730872750282288},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5411493182182312},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4507477581501007},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.14359545707702637},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13962212204933167},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.11068299412727356},{"id":"https://openalex.org/keywords/literature","display_name":"Literature","score":0.06769907474517822}],"concepts":[{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.5730872750282288},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5411493182182312},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4507477581501007},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.14359545707702637},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13962212204933167},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.11068299412727356},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.06769907474517822},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/fg67764.2026.11557020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fg67764.2026.11557020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 20th International Conference on Automatic Face and Gesture Recognition (FG)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2412.10785","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.10785","pdf_url":"https://arxiv.org/pdf/2412.10785","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2412.10785","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2412.10785","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2412.10785","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.10785","pdf_url":"https://arxiv.org/pdf/2412.10785","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321041","display_name":"Academia Sinica","ror":"https://ror.org/05bxb3784"},{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2356229341","https://openalex.org/W2349768204","https://openalex.org/W2931662336","https://openalex.org/W2077865380","https://openalex.org/W3006817050","https://openalex.org/W4401768695","https://openalex.org/W2765597752","https://openalex.org/W2134894512"],"abstract_inverted_index":{"Kinship":[0],"face":[1,124],"synthesis":[2],"is":[3,92],"a":[4,54,96,150,171,176],"challenging":[5],"problem":[6],"due":[7],"to":[8,23,67,94,166],"the":[9,15,48,59,64,77,101,109,129,154,164,184],"scarcity":[10],"and":[11,30,40,70,156,179,204],"low":[12],"quality":[13],"of":[14,61,81,104,111,138],"available":[16],"kinship":[17,72,102,114,206],"data.":[18],"Existing":[19],"methods":[20,195],"often":[21],"struggle":[22],"generate":[24,68],"descendants":[25],"with":[26,63,100],"both":[27],"high":[28],"diversity":[29,155],"fidelity":[31,157],"while":[32,87],"precisely":[33],"controlling":[34],"facial":[35,79,145,173],"attributes":[36],"such":[37,141],"as":[38,142],"age":[39],"gender.":[41],"To":[42],"address":[43],"these":[44],"issues,":[45],"we":[46,127,162],"propose":[47],"Style":[49],"Latent":[50],"Diffusion":[51],"Transformer":[52],"(StyleDiT),":[53],"novel":[55],"framework":[56],"that":[57,190],"integrates":[58],"strengths":[60],"StyleGAN":[62,82,97,117],"diffusion":[65,90],"model":[66,91],"high-quality":[69],"diverse":[71,203],"faces.":[73,160,207],"In":[74],"this":[75],"framework,":[76],"rich":[78],"priors":[80],"enable":[83],"fine-grained":[84,151],"attribute":[85],"control,":[86],"our":[88,191],"conditional":[89],"used":[93],"sample":[95],"latent":[98,120],"aligned":[99],"relationship":[103,115],"conditioning":[105],"images":[106,174],"by":[107,196],"utilizing":[108],"advantage":[110],"modeling":[112],"complex":[113],"distribution.":[116],"then":[118],"handles":[119],"decoding":[121],"for":[122],"final":[123],"generation.":[125],"Additionally,":[126],"introduce":[128],"Relational":[130],"Trait":[131],"Guidance":[132],"(RTG)":[133],"mechanism,":[134],"enabling":[135],"independent":[136],"control":[137],"influencing":[139],"conditions,":[140],"each":[143],"parent's":[144,181],"image.":[146],"RTG":[147],"also":[148],"enables":[149],"adjustment":[152],"between":[153,201],"in":[158],"synthesized":[159],"Furthermore,":[161],"extend":[163],"application":[165],"an":[167,198],"unexplored":[168],"domain:":[169],"predicting":[170],"partner's":[172],"using":[175],"child's":[177],"image":[178,182],"one":[180],"within":[183],"same":[185],"framework.":[186],"Extensive":[187],"experiments":[188],"demonstrate":[189],"StyleDiT":[192],"outperforms":[193],"existing":[194],"striking":[197],"excellent":[199],"balance":[200],"generating":[202],"high-fidelity":[205]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-01T08:55:40.977307","created_date":"2024-12-18T00:00:00"}
