{"id":"https://openalex.org/W3094040529","doi":"https://doi.org/10.1007/s41095-020-0189-1","title":"Machine learning for digital try-on: Challenges and progress","display_name":"Machine learning for digital try-on: Challenges and progress","publication_year":2020,"publication_date":"2020-10-23","ids":{"openalex":"https://openalex.org/W3094040529","doi":"https://doi.org/10.1007/s41095-020-0189-1","mag":"3094040529"},"language":"en","primary_location":{"id":"doi:10.1007/s41095-020-0189-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41095-020-0189-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41095-020-0189-1.pdf","source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s41095-020-0189-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101466877","display_name":"Junbang Liang","orcid":"https://orcid.org/0000-0001-7114-9847"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junbang Liang","raw_affiliation_strings":["University of Maryland, College Park, MD 20785, USA","University of Maryland, College Park, MD, 20785, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, MD 20785, USA","institution_ids":["https://openalex.org/I66946132"]},{"raw_affiliation_string":"University of Maryland, College Park, MD, 20785, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102878981","display_name":"Ming C. Lin","orcid":"https://orcid.org/0000-0003-3736-6949"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ming C. Lin","raw_affiliation_strings":["University of Maryland, College Park, MD 20785, USA","University of Maryland, College Park, MD, 20785, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, MD 20785, USA","institution_ids":["https://openalex.org/I66946132"]},{"raw_affiliation_string":"University of Maryland, College Park, MD, 20785, USA","institution_ids":["https://openalex.org/I66946132"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7847,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.88101347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"7","issue":"2","first_page":"159","last_page":"167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9851999878883362,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9851999878883362,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9699000120162964,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9678999781608582,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7279977202415466},{"id":"https://openalex.org/keywords/realism","display_name":"Realism","score":0.5628352761268616},{"id":"https://openalex.org/keywords/sizing","display_name":"Sizing","score":0.5455758571624756},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4884244501590729},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44102874398231506},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4058071970939636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35927021503448486},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.35863226652145386},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12596547603607178},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08980774879455566},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.07675871253013611}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7279977202415466},{"id":"https://openalex.org/C543847140","wikidata":"https://www.wikidata.org/wiki/Q2642826","display_name":"Realism","level":2,"score":0.5628352761268616},{"id":"https://openalex.org/C2777767291","wikidata":"https://www.wikidata.org/wiki/Q1080291","display_name":"Sizing","level":2,"score":0.5455758571624756},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4884244501590729},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44102874398231506},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4058071970939636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35927021503448486},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.35863226652145386},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12596547603607178},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08980774879455566},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.07675871253013611},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s41095-020-0189-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41095-020-0189-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41095-020-0189-1.pdf","source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8f123fa7e53d405fb19797e0dcbed6a9","is_oa":true,"landing_page_url":"https://doaj.org/article/8f123fa7e53d405fb19797e0dcbed6a9","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Visual Media, Vol 7, Iss 2, Pp 159-167 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s41095-020-0189-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41095-020-0189-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41095-020-0189-1.pdf","source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3094040529.pdf","grobid_xml":"https://content.openalex.org/works/W3094040529.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1520005879","https://openalex.org/W1967554269","https://openalex.org/W2186222003","https://openalex.org/W2255781698","https://openalex.org/W2526468814","https://openalex.org/W2556096037","https://openalex.org/W2559085405","https://openalex.org/W2562703451","https://openalex.org/W2611932403","https://openalex.org/W2612447280","https://openalex.org/W2621118861","https://openalex.org/W2778628554","https://openalex.org/W2797515701","https://openalex.org/W2810283892","https://openalex.org/W2883924998","https://openalex.org/W2891122218","https://openalex.org/W2924060277","https://openalex.org/W2944736082","https://openalex.org/W2950459049","https://openalex.org/W2952485432","https://openalex.org/W2952739363","https://openalex.org/W2962831356","https://openalex.org/W2963995996","https://openalex.org/W2968042644","https://openalex.org/W2969985728","https://openalex.org/W2970529185","https://openalex.org/W2971965845","https://openalex.org/W2978344877","https://openalex.org/W2978940263","https://openalex.org/W2981637078","https://openalex.org/W3038570409","https://openalex.org/W4234552385","https://openalex.org/W4236573885","https://openalex.org/W4236965008","https://openalex.org/W4301409532","https://openalex.org/W6600106573","https://openalex.org/W6610675410"],"related_works":["https://openalex.org/W2375311683","https://openalex.org/W2366062860","https://openalex.org/W2373777250","https://openalex.org/W2353956655","https://openalex.org/W2020653254","https://openalex.org/W2010454064","https://openalex.org/W2352072014","https://openalex.org/W217279133","https://openalex.org/W2393487946","https://openalex.org/W2373310108"],"abstract_inverted_index":{"Digital":[0],"try-on":[1,47],"systems":[2],"for":[3,42],"e-commerce":[4],"have":[5],"the":[6,30,62],"potential":[7],"to":[8],"change":[9],"people\u2019s":[10],"lives":[11],"and":[12,32,45,67],"provide":[13,68],"notable":[14],"economic":[15],"benefits.":[16],"However,":[17],"their":[18],"development":[19],"is":[20],"limited":[21],"by":[22],"practical":[23],"constraints,":[24],"such":[25],"as":[26],"accurate":[27],"sizing":[28],"of":[29,34],"body":[31],"realism":[33],"demonstrations.":[35],"We":[36],"enumerate":[37],"three":[38],"open":[39],"challenges":[40],"remaining":[41],"a":[43],"complete":[44],"easy-to-use":[46],"system":[48],"that":[49],"recent":[50],"advances":[51],"in":[52],"machine":[53],"learning":[54],"make":[55],"increasingly":[56],"tractable.":[57],"For":[58],"each,":[59],"we":[60],"describe":[61],"problem,":[63],"introduce":[64],"state-of-the-art":[65],"approaches,":[66],"future":[69],"directions.":[70]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}