{"id":"https://openalex.org/W4400821058","doi":"https://doi.org/10.1145/3658135","title":"A Neural Network Model for Efficient Musculoskeletal-Driven Skin Deformation","display_name":"A Neural Network Model for Efficient Musculoskeletal-Driven Skin Deformation","publication_year":2024,"publication_date":"2024-07-19","ids":{"openalex":"https://openalex.org/W4400821058","doi":"https://doi.org/10.1145/3658135"},"language":"en","primary_location":{"id":"doi:10.1145/3658135","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658135","pdf_url":null,"source":{"id":"https://openalex.org/S185367456","display_name":"ACM Transactions on Graphics","issn_l":"0730-0301","issn":["0730-0301","1557-7368"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Graphics","raw_type":"journal-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/A5092689931","display_name":"Yushan Han","orcid":"https://orcid.org/0009-0007-5531-329X"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I72509657","display_name":"Epic Systems (United States)","ror":"https://ror.org/029z3g861","country_code":"US","type":"company","lineage":["https://openalex.org/I72509657"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yushan Han","raw_affiliation_strings":["Epic Games, Los Angeles, United States of America","University of California, Los Angeles, Los Angeles, United States of America"],"raw_orcid":"https://orcid.org/0009-0007-5531-329X","affiliations":[{"raw_affiliation_string":"Epic Games, Los Angeles, United States of America","institution_ids":["https://openalex.org/I72509657"]},{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, United States of America","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100600282","display_name":"Yizhou Chen","orcid":"https://orcid.org/0009-0000-2439-7880"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I72509657","display_name":"Epic Systems (United States)","ror":"https://ror.org/029z3g861","country_code":"US","type":"company","lineage":["https://openalex.org/I72509657"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yizhou Chen","raw_affiliation_strings":["Epic Games, Los Angeles, United States of America","University of California, Los Angeles, Los Angeles, United States of America"],"raw_orcid":"https://orcid.org/0009-0000-2439-7880","affiliations":[{"raw_affiliation_string":"Epic Games, Los Angeles, United States of America","institution_ids":["https://openalex.org/I72509657"]},{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, United States of America","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073405188","display_name":"Carmichael Ong","orcid":"https://orcid.org/0000-0002-0589-5347"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carmichael Ong","raw_affiliation_strings":["Stanford University, Stanford, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-0589-5347","affiliations":[{"raw_affiliation_string":"Stanford University, Stanford, United States of America","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012028101","display_name":"Jingyu Chen","orcid":"https://orcid.org/0009-0008-4774-1574"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingyu Chen","raw_affiliation_strings":["University of California, Los Angeles, Los Angeles, United States of America"],"raw_orcid":"https://orcid.org/0009-0008-4774-1574","affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, United States of America","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064748489","display_name":"Jennifer L. Hicks","orcid":"https://orcid.org/0000-0002-2516-9334"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jennifer Hicks","raw_affiliation_strings":["Stanford University, Stanford, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-2516-9334","affiliations":[{"raw_affiliation_string":"Stanford University, Stanford, United States of America","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006484961","display_name":"Joseph Teran","orcid":"https://orcid.org/0009-0007-5067-2269"},"institutions":[{"id":"https://openalex.org/I72509657","display_name":"Epic Systems (United States)","ror":"https://ror.org/029z3g861","country_code":"US","type":"company","lineage":["https://openalex.org/I72509657"]},{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Teran","raw_affiliation_strings":["Epic Games, Davis, United States of America","University of California, Davis, Davis, United States of America"],"raw_orcid":"https://orcid.org/0009-0007-5067-2269","affiliations":[{"raw_affiliation_string":"Epic Games, Davis, United States of America","institution_ids":["https://openalex.org/I72509657"]},{"raw_affiliation_string":"University of California, Davis, Davis, United States of America","institution_ids":["https://openalex.org/I84218800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6434,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80686479,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"43","issue":"4","first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.991100013256073,"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":0.991100013256073,"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/T11245","display_name":"Advanced Numerical Analysis Techniques","score":0.9879999756813049,"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/T13113","display_name":"Engineering Technology and Methodologies","score":0.9585999846458435,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/deformation","display_name":"Deformation (meteorology)","score":0.5937947034835815},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5857679843902588},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49755170941352844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.439919114112854},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2364690899848938}],"concepts":[{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.5937947034835815},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5857679843902588},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49755170941352844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.439919114112854},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2364690899848938},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3658135","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658135","pdf_url":null,"source":{"id":"https://openalex.org/S185367456","display_name":"ACM Transactions on Graphics","issn_l":"0730-0301","issn":["0730-0301","1557-7368"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Graphics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W1826404855","https://openalex.org/W1967554269","https://openalex.org/W2003584832","https://openalex.org/W2012089397","https://openalex.org/W2021047489","https://openalex.org/W2022890264","https://openalex.org/W2028565798","https://openalex.org/W2034155303","https://openalex.org/W2035104324","https://openalex.org/W2048955023","https://openalex.org/W2049462432","https://openalex.org/W2053843042","https://openalex.org/W2054857883","https://openalex.org/W2055174129","https://openalex.org/W2064488391","https://openalex.org/W2071643746","https://openalex.org/W2083375791","https://openalex.org/W2094217503","https://openalex.org/W2114106563","https://openalex.org/W2115455197","https://openalex.org/W2127680956","https://openalex.org/W2127733921","https://openalex.org/W2129242603","https://openalex.org/W2130281033","https://openalex.org/W2133220762","https://openalex.org/W2133607347","https://openalex.org/W2161759480","https://openalex.org/W2739069563","https://openalex.org/W2791693147","https://openalex.org/W2793198990","https://openalex.org/W2810393904","https://openalex.org/W2810984579","https://openalex.org/W2884696611","https://openalex.org/W2905052914","https://openalex.org/W2920928264","https://openalex.org/W2942634077","https://openalex.org/W2958043083","https://openalex.org/W2960035101","https://openalex.org/W2975025423","https://openalex.org/W2985535024","https://openalex.org/W2999456009","https://openalex.org/W3014180350","https://openalex.org/W3034138569","https://openalex.org/W3042535262","https://openalex.org/W3046173558","https://openalex.org/W3046759391","https://openalex.org/W3104342477","https://openalex.org/W3107337486","https://openalex.org/W3109976207","https://openalex.org/W3120565563","https://openalex.org/W3122103857","https://openalex.org/W3138143451","https://openalex.org/W3175926816","https://openalex.org/W3181900527","https://openalex.org/W3186468161","https://openalex.org/W4221146004","https://openalex.org/W4285981739","https://openalex.org/W4286611164","https://openalex.org/W4286616002","https://openalex.org/W4296955893","https://openalex.org/W4311802569","https://openalex.org/W4320854999","https://openalex.org/W4376122550","https://openalex.org/W4382394899","https://openalex.org/W6651461595","https://openalex.org/W6659275303","https://openalex.org/W6663877872","https://openalex.org/W6809928953","https://openalex.org/W6852788952"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"We":[0,89,122],"present":[1],"a":[2,91,113,125,188],"comprehensive":[3],"neural":[4,167],"network":[5,48,127,168],"to":[6,27,74,94,169,178],"model":[7,128,170],"the":[8,37,56,64,117,131,166,176,194],"deformation":[9,42,99,185],"of":[10,39,68,82,100,151,191,196],"human":[11],"soft":[12,40,84],"tissues":[13,85],"including":[14,193],"muscle,":[15],"tendon,":[16],"fat":[17,114],"and":[18,24,111,119,136,183],"skin.":[19,121],"Our":[20,47],"approach":[21,93],"provides":[22],"kinematic":[23,171],"active":[25,65],"correctives":[26],"linear":[28],"blend":[29],"skinning":[30],"[Magnenat-Thalmann":[31],"et":[32],"al.":[33],"1989]":[34],"that":[35,124],"enhance":[36],"realism":[38],"tissue":[41],"at":[43],"modest":[44,145],"computational":[45],"cost.":[46],"accounts":[49],"for":[50],"deformations":[51],"induced":[52],"by":[53,106],"changes":[54],"in":[55,86,199],"underlying":[57],"skeletal":[58,134],"joint":[59],"state":[60,67,139],"as":[61,63],"well":[62],"contractile":[66],"relevant":[69],"muscles.":[70],"Training":[71],"is":[72,102,153],"done":[73],"approximate":[75],"quasistatic":[76],"equilibria":[77],"produced":[78],"from":[79],"physics-based":[80],"simulation":[81],"hyperelastic":[83],"close":[87],"contact.":[88],"use":[90],"layered":[92],"equilibrium":[95],"data":[96,147],"generation":[97],"where":[98,158],"muscle":[101,137,159],"computed":[103],"first,":[104],"followed":[105],"an":[107],"inner":[108],"skin/fascia":[109],"layer,":[110],"lastly":[112],"layer":[115],"between":[116],"fascia":[118],"outer":[120],"show":[123],"simple":[126],"which":[129],"decouples":[130],"dependence":[132],"on":[133],"kinematics":[135],"activation":[138],"can":[140],"produce":[141],"compelling":[142,181],"behaviors":[143,186],"with":[144],"training":[146],"burden.":[148],"Active":[149],"contraction":[150],"muscles":[152],"estimated":[154],"using":[155,165],"inverse":[156],"dynamics":[157],"moment":[160],"arms":[161],"are":[162],"accurately":[163,179],"predicted":[164],"musculotendon":[172],"geometry.":[173],"Results":[174],"demonstrate":[175],"ability":[177],"replicate":[180],"musculoskeletal":[182],"skin":[184],"over":[187],"representative":[189],"range":[190],"motions,":[192],"effects":[195],"added":[197],"weights":[198],"body":[200],"building":[201],"motions.":[202]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
