{"id":"https://openalex.org/W7131795266","doi":"https://doi.org/10.1145/3798043","title":"Garment-Aware Neural Radiance Fields for Generalizable 3D Human Digitization","display_name":"Garment-Aware Neural Radiance Fields for Generalizable 3D Human Digitization","publication_year":2026,"publication_date":"2026-02-27","ids":{"openalex":"https://openalex.org/W7131795266","doi":"https://doi.org/10.1145/3798043"},"language":"en","primary_location":{"id":"doi:10.1145/3798043","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3798043","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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5126967068","display_name":"Wei Yin","orcid":null},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Yin","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0009-0004-0399-3260","affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126960345","display_name":"Li Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Liu","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0001-9685-6599","affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126974145","display_name":"Xiaodong Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Fu","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0002-1354-2293","affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lijun Liu","orcid":"https://orcid.org/0000-0003-4543-0111"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijun Liu","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0003-4543-0111","affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":null,"display_name":"Wei Peng","orcid":"https://orcid.org/0000-0002-9572-951X"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Peng","raw_affiliation_strings":["Computer Technology Application Key Lab of Yunnan Province, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0002-9572-951X","affiliations":[{"raw_affiliation_string":"Computer Technology Application Key Lab of Yunnan Province, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10660446"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18910735,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"4","first_page":"1","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.43709999322891235,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.43709999322891235,"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"}},{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.4156999886035919,"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/T11448","display_name":"Face recognition and analysis","score":0.07530000060796738,"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/generalization","display_name":"Generalization","score":0.5442000031471252},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.5116000175476074},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.508400022983551},{"id":"https://openalex.org/keywords/digitization","display_name":"Digitization","score":0.4925999939441681},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4745999872684479},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4603999853134155},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.44699999690055847},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.3898000121116638},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.3790000081062317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8859000205993652},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.694599986076355},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5442000031471252},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.5116000175476074},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.508400022983551},{"id":"https://openalex.org/C2779308522","wikidata":"https://www.wikidata.org/wiki/Q843958","display_name":"Digitization","level":2,"score":0.4925999939441681},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4745999872684479},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4603999853134155},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45260000228881836},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.44699999690055847},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.3898000121116638},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3790000081062317},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3594000041484833},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C108882727","wikidata":"https://www.wikidata.org/wiki/Q2991685","display_name":"Solid modeling","level":2,"score":0.3010999858379364},{"id":"https://openalex.org/C23690007","wikidata":"https://www.wikidata.org/wiki/Q1411145","display_name":"Radiance","level":2,"score":0.2906999886035919},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.28619998693466187},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.2851000130176544},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28369998931884766},{"id":"https://openalex.org/C2779231336","wikidata":"https://www.wikidata.org/wiki/Q7534724","display_name":"Sketch","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.2784000039100647},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C17231256","wikidata":"https://www.wikidata.org/wiki/Q5156540","display_name":"Completeness (order theory)","level":2,"score":0.257099986076355},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2538999915122986},{"id":"https://openalex.org/C2781039887","wikidata":"https://www.wikidata.org/wiki/Q1391724","display_name":"Factor (programming language)","level":2,"score":0.25279998779296875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3798043","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3798043","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":null,"license_id":null,"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":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6900613624","display_name":null,"funder_award_id":"62262036, 62362043","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1967554269","https://openalex.org/W2178629455","https://openalex.org/W2483862638","https://openalex.org/W2919234133","https://openalex.org/W2962785568","https://openalex.org/W2963627347","https://openalex.org/W2963926543","https://openalex.org/W2963995996","https://openalex.org/W2978956737","https://openalex.org/W2981978060","https://openalex.org/W2991621301","https://openalex.org/W3034757648","https://openalex.org/W3034828482","https://openalex.org/W3034968345","https://openalex.org/W3035291735","https://openalex.org/W3035492592","https://openalex.org/W3035507572","https://openalex.org/W3035574324","https://openalex.org/W3203583526","https://openalex.org/W4200150166","https://openalex.org/W4213386995","https://openalex.org/W4214625585","https://openalex.org/W4312341890","https://openalex.org/W4312933868","https://openalex.org/W4385318467","https://openalex.org/W4390872959","https://openalex.org/W4393033790","https://openalex.org/W4399574593","https://openalex.org/W4402703090","https://openalex.org/W4402733569","https://openalex.org/W4402733571"],"related_works":[],"abstract_inverted_index":{"High-quality":[0],"garment":[1,65,110,117,220],"representation":[2,221],"is":[3,58,175],"both":[4],"a":[5,8,17,93,147,167],"challenge":[6],"and":[7,47,67,132,163,173,187,197,206,216],"key":[9],"factor":[10],"in":[11,61,64,112,138,153,177,219],"constructing":[12],"generalized":[13],"3D":[14,103],"humans":[15],"from":[16,71],"single-view":[18,113],"image.":[19],"Existing":[20],"techniques":[21],"often":[22],"perform":[23],"poorly":[24],"when":[25,69],"handling":[26],"complex":[27],"garments,":[28,43],"primarily":[29],"due":[30],"to":[31,157,181],"two":[32],"critical":[33],"challenges:":[34],"(1)":[35],"Single-view":[36],"images":[37,140,231],"lack":[38],"complete":[39],"information":[40,111],"about":[41],"the":[42,45,50,77,85,108,115,127,154,178,223,235],"limiting":[44],"completeness":[46],"realism":[48],"of":[49,79,87,126,149,232],"reconstruction":[51],"results.":[52,200],"(2)":[53],"The":[54],"model\u2019s":[55],"generalization":[56,218],"ability":[57],"insufficient,":[59],"resulting":[60],"significant":[62],"inconsistencies":[63],"texture":[66],"structure":[68],"rendered":[70,139],"different":[72,142],"viewpoints,":[73,143],"which":[74],"severely":[75],"impacts":[76],"quality":[78,86],"novel":[80,88,193,229],"view":[81,89,194,230],"images.":[82],"To":[83,106,134],"improve":[84],"images,":[90,114],"we":[91,144],"propose":[92],"three-stage":[94],"garment-aware":[95,168],"Neural":[96],"Radiance":[97],"Field":[98],"(NeRF)":[99],"method":[100,212],"for":[101,227],"generalizable":[102],"human":[104,196,236],"digitization.":[105],"supplement":[107],"missing":[109],"first":[116],"prior":[118,124,185],"awareness":[119],"stage":[120,156,180],"focuses":[121],"on":[122,203],"extracting":[123],"knowledge":[125],"garment\u2019s":[128,159],"shape,":[129],"pose":[130],"deformations,":[131],"style.":[133],"comprehensively":[135],"eliminate":[136],"ambiguities":[137],"across":[141],"then":[145],"introduce":[146],"set":[148],"prior-aware":[150],"feature":[151],"learning":[152],"second":[155],"represent":[158],"global":[160],"texture,":[161],"geometry,":[162],"fine":[164],"details.":[165],"Additionally,":[166],"NeRF":[169],"module":[170],"with":[171],"fusion":[172],"decoder":[174],"designed":[176],"third":[179],"effectively":[182],"fuse":[183],"these":[184],"features,":[186],"thus":[188],"our":[189,211],"model":[190],"can":[191],"render":[192],"clothed":[195],"generate":[198],"high-quality":[199],"Experimental":[201],"results":[202],"RenderPeople,":[204],"Thuman,":[205],"HuMMan":[207],"datasets":[208],"demonstrate":[209],"that":[210],"achieves":[213],"superior":[214],"performance":[215],"robust":[217],"over":[222],"existing":[224],"methods,":[225],"especially":[226],"synthesizing":[228],"garments":[233],"without":[234],"body.":[237]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-02-27T00:00:00"}
