{"id":"https://openalex.org/W4416707033","doi":"https://doi.org/10.1109/tcsvt.2025.3637565","title":"Deep Learning for 3D Fashion Design: A Survey From a Sewing Pattern-Driven Perspective","display_name":"Deep Learning for 3D Fashion Design: A Survey From a Sewing Pattern-Driven Perspective","publication_year":2025,"publication_date":"2025-11-26","ids":{"openalex":"https://openalex.org/W4416707033","doi":"https://doi.org/10.1109/tcsvt.2025.3637565"},"language":null,"primary_location":{"id":"doi:10.1109/tcsvt.2025.3637565","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3637565","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","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/A5113011155","display_name":"Jinbo Luo","orcid":"https://orcid.org/0009-0005-8793-4520"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jinbo Luo","raw_affiliation_strings":["School of Fashion and Textiles, The Hong Kong Polytechnic University, Hong Kong, SAR, China"],"raw_orcid":"https://orcid.org/0009-0005-8793-4520","affiliations":[{"raw_affiliation_string":"School of Fashion and Textiles, The Hong Kong Polytechnic University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102964563","display_name":"Hong Qu","orcid":"https://orcid.org/0000-0003-3484-0019"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hong Qu","raw_affiliation_strings":["School of Fashion and Textiles, The Hong Kong Polytechnic University, Hong Kong, SAR, China"],"raw_orcid":"https://orcid.org/0000-0003-3484-0019","affiliations":[{"raw_affiliation_string":"School of Fashion and Textiles, The Hong Kong Polytechnic University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yujie Zhao","orcid":"https://orcid.org/0009-0007-2963-8306"},"institutions":[{"id":"https://openalex.org/I4210149102","display_name":"Sanya University","ror":"https://ror.org/04fa2qd52","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149102"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Zhao","raw_affiliation_strings":["School of Arts and Design, University of Sanya, Sanya, China","School of Arts and Design, University of Sanya, China"],"raw_orcid":"https://orcid.org/0009-0007-2963-8306","affiliations":[{"raw_affiliation_string":"School of Arts and Design, University of Sanya, Sanya, China","institution_ids":["https://openalex.org/I4210149102"]},{"raw_affiliation_string":"School of Arts and Design, University of Sanya, China","institution_ids":["https://openalex.org/I4210149102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100662637","display_name":"Jie Zhang","orcid":"https://orcid.org/0000-0001-8219-5590"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Jie Zhang","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macau, SAR, China","Faculty of Applied Sciences, Macao Polytechnic University, Macao, SAR, China"],"raw_orcid":"https://orcid.org/0000-0001-8219-5590","affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macau, SAR, China","institution_ids":["https://openalex.org/I49835588"]},{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao, SAR, China","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085545726","display_name":"Yadie Yang","orcid":"https://orcid.org/0000-0002-1985-7552"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yadie Yang","raw_affiliation_strings":["School of Fashion and Textiles, The Hong Kong Polytechnic University, Hong Kong, SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-1985-7552","affiliations":[{"raw_affiliation_string":"School of Fashion and Textiles, The Hong Kong Polytechnic University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6419,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.84197657,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"36","issue":"4","first_page":"4734","last_page":"4756"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.8952999711036682,"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":0.8952999711036682,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.04230000078678131,"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/T11595","display_name":"Textile materials and evaluations","score":0.019300000742077827,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.6161999702453613},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6000999808311462},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.5824000239372253},{"id":"https://openalex.org/keywords/fashion-design","display_name":"Fashion design","score":0.5339000225067139},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5080000162124634},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.4887999892234802},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.48399999737739563}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6600000262260437},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.6161999702453613},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6000999808311462},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.5824000239372253},{"id":"https://openalex.org/C91672089","wikidata":"https://www.wikidata.org/wiki/Q29583","display_name":"Fashion design","level":3,"score":0.5339000225067139},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5080000162124634},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.4887999892234802},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.48399999737739563},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4715000092983246},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44339999556541443},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.42559999227523804},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4154999852180481},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.37209999561309814},{"id":"https://openalex.org/C2989395177","wikidata":"https://www.wikidata.org/wiki/Q12684","display_name":"Fashion industry","level":3,"score":0.3447999954223633},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.29429998993873596},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.27410000562667847},{"id":"https://openalex.org/C51620047","wikidata":"https://www.wikidata.org/wiki/Q23399","display_name":"Memetics","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3637565","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3637565","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1646800768","display_name":null,"funder_award_id":"GD24YYS04","funder_id":"https://openalex.org/F4320326679","funder_display_name":"Guangdong Office of Philosophy and Social Science"},{"id":"https://openalex.org/G451962638","display_name":null,"funder_award_id":"RP/FCA-03/2024","funder_id":"https://openalex.org/F4320322598","funder_display_name":"Hong Kong Polytechnic University"}],"funders":[{"id":"https://openalex.org/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"},{"id":"https://openalex.org/F4320326679","display_name":"Guangdong Office of Philosophy and Social Science","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Sewing":[0],"patterns":[1],"form":[2],"the":[3,7,19,67,85,90,154,179,201],"structural":[4],"foundation":[5],"of":[6,21,69,89,181],"fashion":[8,25,76,221],"industry,":[9],"translating":[10],"2D":[11,163],"conceptual":[12],"designs":[13],"into":[14],"3D":[15,24,55,75,137,166,220],"manufacturable":[16,217],"garments.":[17],"With":[18],"rise":[20],"deep":[22,70],"learning,":[23],"design":[26,184],"has":[27,64],"seen":[28],"transformative":[29],"advancements,":[30],"automating":[31],"traditionally":[32],"labor-intensive":[33],"processes":[34],"and":[35,54,102,106,135,149,152,164,178,186,199,213],"enabling":[36],"intelligent,":[37],"data-driven":[38,123],"workflows.":[39],"Recent":[40],"studies":[41],"have":[42],"demonstrated":[43],"promising":[44],"progress":[45],"in":[46,162,216],"areas":[47],"such":[48,173],"as":[49,174,207],"sewing":[50,73,218],"pattern":[51,121,124],"generation,":[52,100,125],"reconstruction,":[53,101],"garment":[56,138],"modeling.":[57],"However,":[58],"to":[59,104,191,211],"date,":[60],"no":[61],"systematic":[62],"review":[63,114],"specifically":[65],"examined":[66],"integration":[68],"learning":[71],"with":[72,159],"pattern\u2013driven":[74],"design.":[77,167,222],"This":[78],"survey":[79,205],"addresses":[80],"that":[81],"gap":[82],"by":[83],"providing":[84],"first":[86],"comprehensive":[87],"overview":[88],"field.":[91],"We":[92,141],"propose":[93],"a":[94,208],"novel":[95],"four-stage":[96],"pipeline,":[97,112],"including":[98,117],"representation,":[99,122],"editing,":[103],"categorize":[105],"analyze":[107],"current":[108,197],"research.":[109],"Within":[110],"this":[111,204],"we":[113,169],"core":[115],"methodologies,":[116],"geometric":[118],"encoding":[119],"for":[120],"reconstruction":[126],"from":[127],"multimodal":[128],"inputs":[129],"(e.g.,":[130],"images,":[131],"sketches,":[132],"or":[133],"text),":[134],"intuitive":[136],"editing":[139],"techniques.":[140],"also":[142],"consolidate":[143],"existing":[144],"benchmarks,":[145],"covering":[146],"both":[147],"datasets":[148],"evaluation":[150],"metrics,":[151],"contextualize":[153],"pattern-driven":[155,219],"paradigm":[156],"through":[157],"comparison":[158],"alternative":[160],"approaches":[161],"pattern-free":[165],"Finally,":[168],"identify":[170],"key":[171],"challenges,":[172],"limited":[175],"data":[176],"availability":[177],"difficulty":[180],"incorporating":[182],"domain-specific":[183],"constraints,":[185],"outline":[187],"future":[188],"research":[189,202],"directions":[190],"address":[192],"these":[193],"issues.":[194],"By":[195],"synthesizing":[196],"developments":[198],"structuring":[200],"landscape,":[203],"serves":[206],"foundational":[209],"resource":[210],"support":[212],"accelerate":[214],"innovation":[215]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-07T06:01:17.266235","created_date":"2025-11-27T00:00:00"}
