{"id":"https://openalex.org/W4406325331","doi":"https://doi.org/10.1145/3712011","title":"Generating High-Fidelity Clothed Human Dynamics with Temporal Diffusion","display_name":"Generating High-Fidelity Clothed Human Dynamics with Temporal Diffusion","publication_year":2025,"publication_date":"2025-01-13","ids":{"openalex":"https://openalex.org/W4406325331","doi":"https://doi.org/10.1145/3712011"},"language":"en","primary_location":{"id":"doi:10.1145/3712011","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712011","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3712011","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077144356","display_name":"Shihao Zou","orcid":"https://orcid.org/0000-0002-9042-6069"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shihao Zou","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0000-0002-9042-6069","affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005665145","display_name":"Yuanlu Xu","orcid":"https://orcid.org/0000-0002-7095-1018"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]},{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuanlu Xu","raw_affiliation_strings":["Meta Reality Labs, Redmond, Washington, USA","Meta Platforms, Inc., United States"],"raw_orcid":"https://orcid.org/0000-0002-7095-1018","affiliations":[{"raw_affiliation_string":"Meta Reality Labs, Redmond, Washington, USA","institution_ids":["https://openalex.org/I4210128585"]},{"raw_affiliation_string":"Meta Platforms, Inc., United States","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051145236","display_name":"Nikolaos Sarafianos","orcid":"https://orcid.org/0000-0002-6350-3890"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]},{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikolaos Sarafianos","raw_affiliation_strings":["Meta Reality Labs, Redmond, Washington, USA","Meta Platforms, Inc., United States"],"raw_orcid":"https://orcid.org/0000-0002-6350-3890","affiliations":[{"raw_affiliation_string":"Meta Reality Labs, Redmond, Washington, USA","institution_ids":["https://openalex.org/I4210128585"]},{"raw_affiliation_string":"Meta Platforms, Inc., United States","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069668487","display_name":"Federica Bogo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]},{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Federica Bogo","raw_affiliation_strings":["Meta Reality Labs, Redmond, Washington, USA","Meta Platforms, Inc., United States"],"raw_orcid":"https://orcid.org/0009-0003-4991-185X","affiliations":[{"raw_affiliation_string":"Meta Reality Labs, Redmond, Washington, USA","institution_ids":["https://openalex.org/I4210128585"]},{"raw_affiliation_string":"Meta Platforms, Inc., United States","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037346006","display_name":"Tony Tung","orcid":"https://orcid.org/0000-0002-0824-0960"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]},{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tony Tung","raw_affiliation_strings":["Meta Reality Labs, Redmond, Washington, USA","Meta Platforms, Inc., United States"],"raw_orcid":"https://orcid.org/0000-0002-0824-0960","affiliations":[{"raw_affiliation_string":"Meta Reality Labs, Redmond, Washington, USA","institution_ids":["https://openalex.org/I4210128585"]},{"raw_affiliation_string":"Meta Platforms, Inc., United States","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056608507","display_name":"Weixin Si","orcid":"https://orcid.org/0000-0002-3289-9714"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weixin Si","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China","Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0000-0002-3289-9714","affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100753413","display_name":"Li Cheng","orcid":"https://orcid.org/0000-0003-3261-3533"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Li Cheng","raw_affiliation_strings":["University of Alberta, Edmonton, Alberta, Canada","University of Alberta, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3261-3533","affiliations":[{"raw_affiliation_string":"University of Alberta, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]},{"raw_affiliation_string":"University of Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3137,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71874807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"21","issue":"3","first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9926000237464905,"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/computer-science","display_name":"Computer science","score":0.8450541496276855},{"id":"https://openalex.org/keywords/clothing","display_name":"Clothing","score":0.7327761650085449},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5162127614021301},{"id":"https://openalex.org/keywords/animation","display_name":"Animation","score":0.4746285676956177},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.47413182258605957},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.46327754855155945},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4348219633102417},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.25479423999786377}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8450541496276855},{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.7327761650085449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5162127614021301},{"id":"https://openalex.org/C502989409","wikidata":"https://www.wikidata.org/wiki/Q11425","display_name":"Animation","level":2,"score":0.4746285676956177},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.47413182258605957},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.46327754855155945},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4348219633102417},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.25479423999786377},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3712011","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712011","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3712011","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712011","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3321136001","display_name":null,"funder_award_id":"2023A1515030268","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G6376099474","display_name":null,"funder_award_id":"62372441,U22A2034","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":48,"referenced_works":["https://openalex.org/W1967554269","https://openalex.org/W2154084374","https://openalex.org/W2560722161","https://openalex.org/W2958623495","https://openalex.org/W2962849139","https://openalex.org/W2963627347","https://openalex.org/W2967916736","https://openalex.org/W2978956737","https://openalex.org/W3014169829","https://openalex.org/W3034196047","https://openalex.org/W3109585842","https://openalex.org/W3146290000","https://openalex.org/W3177378307","https://openalex.org/W3201726595","https://openalex.org/W3203514471","https://openalex.org/W4200419217","https://openalex.org/W4213386995","https://openalex.org/W4214565120","https://openalex.org/W4221158642","https://openalex.org/W4221163427","https://openalex.org/W4226317937","https://openalex.org/W4226377313","https://openalex.org/W4280576405","https://openalex.org/W4285596534","https://openalex.org/W4286233921","https://openalex.org/W4292420160","https://openalex.org/W4297999581","https://openalex.org/W4304892053","https://openalex.org/W4306310244","https://openalex.org/W4311802566","https://openalex.org/W4311806089","https://openalex.org/W4312286727","https://openalex.org/W4312440792","https://openalex.org/W4312716492","https://openalex.org/W4312728108","https://openalex.org/W4312828520","https://openalex.org/W4312933868","https://openalex.org/W4312965818","https://openalex.org/W4320500336","https://openalex.org/W4362706946","https://openalex.org/W4386072032","https://openalex.org/W4387195417","https://openalex.org/W4390871808","https://openalex.org/W6779823529","https://openalex.org/W6810384383","https://openalex.org/W6811027681","https://openalex.org/W6843813467","https://openalex.org/W6851711766"],"related_works":["https://openalex.org/W2738456166","https://openalex.org/W2352745894","https://openalex.org/W2057731951","https://openalex.org/W2358836583","https://openalex.org/W2064629212","https://openalex.org/W2387983088","https://openalex.org/W2135888309","https://openalex.org/W3080469217","https://openalex.org/W791876968","https://openalex.org/W2768638338"],"abstract_inverted_index":{"Clothed":[0],"human":[1,25,114,152],"modeling":[2],"plays":[3],"a":[4,80,122],"crucial":[5],"role":[6],"in":[7,43,55,214],"multimedia":[8],"research,":[9],"with":[10,33,121,160],"applications":[11],"spanning":[12],"virtual":[13],"reality,":[14],"gaming,":[15],"and":[16,29,68,97,162,182,202,217,227,238],"fashion":[17],"design.":[18],"The":[19,135],"goal":[20],"is":[21],"to":[22,107,142,164,234],"learn":[23],"clothed":[24],"dynamics":[26,93],"from":[27,112],"observations":[28,161],"then":[30,137],"generate":[31],"humans":[32],"high-fidelity":[34],"clothing":[35,44,66,71,144,168,186,204,223,236],"details":[36],"for":[37,131,167,197,221],"motion":[38],"animation.":[39],"Despite":[40],"tremendous":[41],"advancements":[42],"shape":[45,133,169],"analysis":[46],"by":[47,103],"existing":[48],"approaches,":[49],"the":[50,132,149,157,179,189,193,198],"community":[51],"still":[52],"faces":[53],"challenges":[54],"generating":[56],"convincing":[57],"visual":[58,218],"effects":[59],"of":[60,185,192,200],"cloth":[61],"dynamics,":[62],"maintaining":[63],"temporally":[64],"smooth":[65],"details,":[67],"handling":[69],"diverse":[70,201],"patterns.":[72],"To":[73,154],"address":[74],"these":[75],"challenges,":[76],"we":[77,171],"introduce":[78],"ClothDiffuse,":[79],"temporal":[81,110],"diffusion":[82],"model":[83],"that":[84,156,177,208],"seamlessly":[85],"integrates":[86],"three":[87],"key":[88],"components":[89],"into":[90],"this":[91],"task\u2014temporal":[92],"modeling,":[94],"iterative":[95],"refinement,":[96],"diversified":[98],"generation.":[99],"Our":[100],"approach":[101,210,231],"begins":[102],"using":[104],"an":[105],"encoder":[106],"extract":[108],"high-level":[109],"features":[111,118],"input":[113,150],"body":[115],"motions.":[116],"These":[117],"are":[119],"combined":[120],"learnable":[123],"pixel-aligned":[124],"garment":[125],"feature,":[126],"serving":[127],"as":[128,225],"prior":[129],"conditions":[130],"decoder.":[134],"decoder":[136],"iteratively":[138],"denoise":[139],"Gaussian":[140],"noise":[141],"produce":[143],"deformations":[145],"over":[146],"time":[147],"on":[148],"unclothed":[151],"bodies.":[153],"ensure":[155],"results":[158],"align":[159],"adhere":[163],"physical":[165],"plausibility":[166],"inference,":[170],"propose":[172],"two":[173],"physics-inspired":[174],"loss":[175],"functions":[176],"preserve":[178],"intra-frame":[180],"distances":[181],"inter-frame":[183],"forces":[184],"points.":[187],"Additionally,":[188],"stochastic":[190],"nature":[191],"denoising":[194],"process":[195],"allows":[196],"generation":[199],"plausible":[203],"shapes.":[205],"Experiments":[206],"show":[207],"our":[209,230],"outperforms":[211],"state-of-the-art":[212],"methods":[213],"chamfer":[215],"distance":[216],"effects,":[219],"particularly":[220],"loose":[222],"such":[224],"dresses":[226],"skirts.":[228],"Furthermore,":[229],"effectively":[232],"adapts":[233],"out-of-domain":[235],"types":[237],"generates":[239],"realistic":[240],"clothes":[241],"dynamics.":[242]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}