{"id":"https://openalex.org/W2976355163","doi":"https://doi.org/10.2352/issn.2470-1173.2019.10.iqsp-327","title":"Understanding fashion aesthetics: training a neural network based predictor using popularity scores","display_name":"Understanding fashion aesthetics: training a neural network based predictor using popularity scores","publication_year":2019,"publication_date":"2019-01-13","ids":{"openalex":"https://openalex.org/W2976355163","doi":"https://doi.org/10.2352/issn.2470-1173.2019.10.iqsp-327","mag":"2976355163"},"language":"en","primary_location":{"id":"doi:10.2352/issn.2470-1173.2019.10.iqsp-327","is_oa":false,"landing_page_url":"https://doi.org/10.2352/issn.2470-1173.2019.10.iqsp-327","pdf_url":null,"source":{"id":"https://openalex.org/S4210227276","display_name":"Electronic Imaging","issn_l":"2470-1173","issn":["2470-1173"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Imaging","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/A5027384145","display_name":"Rachel Bilbo","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rachel Bilbo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100382274","display_name":"Zhi Li","orcid":"https://orcid.org/0000-0002-3194-5176"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhi Li","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105938384","display_name":"Kendal Norman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kendal Norman","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081306126","display_name":"Gautam Golwala","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gautam Golwala","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050234687","display_name":"Sathya Sundaram","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sathya Sundaram","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021660107","display_name":"Perry Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Perry Lee","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5009562735","display_name":"Jan Allebach","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jan Allebach","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5027384145"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12397415,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"31","issue":"10","first_page":"327","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9855999946594238,"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/T14254","display_name":"Digital Media and Visual Art","score":0.9592000246047974,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.8518273234367371},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.7666234374046326},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.664825975894928},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6424112319946289},{"id":"https://openalex.org/keywords/clothing","display_name":"Clothing","score":0.49346840381622314},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4551134705543518},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4332221448421478},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4322808086872101},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.42787501215934753},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.12609097361564636},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10531032085418701}],"concepts":[{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.8518273234367371},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.7666234374046326},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.664825975894928},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6424112319946289},{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.49346840381622314},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4551134705543518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4332221448421478},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4322808086872101},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.42787501215934753},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12609097361564636},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10531032085418701},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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":1,"locations":[{"id":"doi:10.2352/issn.2470-1173.2019.10.iqsp-327","is_oa":false,"landing_page_url":"https://doi.org/10.2352/issn.2470-1173.2019.10.iqsp-327","pdf_url":null,"source":{"id":"https://openalex.org/S4210227276","display_name":"Electronic Imaging","issn_l":"2470-1173","issn":["2470-1173"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Imaging","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":0,"referenced_works":[],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W2170801710","https://openalex.org/W2952704802","https://openalex.org/W4294565801","https://openalex.org/W2945899969"],"abstract_inverted_index":{"With":[0,116,179],"the":[1,4,17,39,143,175,180,184,228],"rise":[2],"of":[3,29,38,82,127,146,171,187,201,219],"digital":[5],"shopping":[6],"age,":[7],"second-hand":[8],"retail":[9],"websites":[10,68,195],"are":[11,91,107,196],"becoming":[12],"increasingly":[13],"popular,":[14],"particularly":[15],"within":[16],"fashion":[18,67,147,194,229],"industry.":[19],"Websites":[20],"such":[21,51],"as":[22,52],"these":[23],"allow":[24],"users":[25],"to":[26,33,86,94,129,134,141,182,198,215],"upload":[27],"listings":[28],"articles":[30],"they":[31],"hope":[32],"sell,":[34],"often":[35,56],"including":[36],"images":[37,188,202],"object":[40],"for":[41,155,224],"sale.":[42],"Photos":[43],"taken":[44],"by":[45],"inexperienced":[46],"photographers":[47],"using":[48],"unideal":[49],"equipment":[50],"a":[53,58,112,117,121,125,136],"smartphone":[54],"camera":[55],"have":[57],"very":[59],"low":[60],"aesthetic":[61,84,97,105,144,185,217],"quality,":[62],"an":[63,96,168,209],"image":[64,83],"feature":[65],"that":[66,102,203],"cannot":[69],"directly":[70],"measure":[71],"and":[72,109,153,227],"prevent.":[73],"In":[74],"this":[75],"work,":[76],"we":[77],"use":[78],"human":[79],"binary":[80],"classifications":[81],"quality":[85,98,106,145,186,218],"calculate":[87],"popularity":[88,122],"scores,":[89],"which":[90],"then":[92],"used":[93],"train":[95],"predictor.":[99],"Image":[100],"features":[101],"correlate":[103],"with":[104,162,190],"extracted":[108],"utilized":[110],"in":[111,167,174,208],"machine":[113],"learning":[114],"algorithm.":[115],"regression":[118],"output":[119],"predicting":[120,142],"score":[123],"on":[124],"scale":[126],"0":[128],"1":[130],"our":[131,163],"method":[132],"proves":[133],"be":[135],"concise":[137],"yet":[138],"effective":[139,152],"approach":[140],"images.":[148],"Our":[149,158],"models":[150],"proved":[151],"promising":[154],"future":[156],"research.":[157],"base":[159],"model,":[160],"trained":[161],"entire":[164],"dataset,":[165],"resulted":[166],"error":[169],"value":[170],"only":[172],"18%":[173],"most":[176],"successful":[177],"application.":[178],"ability":[181],"predict":[183],"uploaded":[189],"clothing":[191],"article":[192],"listings,":[193],"able":[197],"notify":[199],"sellers":[200,214],"will":[204,212],"reduce":[205],"customer":[206],"interest":[207],"item.":[210],"This":[211],"encourage":[213],"improve":[216],"their":[220],"images,":[221],"improving":[222],"business":[223],"both":[225],"themselves":[226],"website.":[230]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
