{"id":"https://openalex.org/W7127637060","doi":"https://doi.org/10.48550/arxiv.2602.03416","title":"AesRec: A Dataset for Aesthetics-Aligned Clothing Outfit Recommendation","display_name":"AesRec: A Dataset for Aesthetics-Aligned Clothing Outfit Recommendation","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7127637060","doi":"https://doi.org/10.48550/arxiv.2602.03416"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.03416","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5125046227","display_name":"Wenxin Ye","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ye, Wenxin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125031016","display_name":"Lin Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Lin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124978908","display_name":"Ming Fei Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Ming","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125014096","display_name":"Yang Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shen, Yang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125041101","display_name":"Kanghong Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Kanghong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5125098382","display_name":"Jimmy Xiangji Huang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Jimmy Xiangji","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5125046227"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.6552000045776367,"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":0.6552000045776367,"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/T12650","display_name":"Aesthetic Perception and Analysis","score":0.049300000071525574,"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/T10719","display_name":"3D Shape Modeling and Analysis","score":0.03180000185966492,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/clothing","display_name":"Clothing","score":0.8145999908447266},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6383000016212463},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5120000243186951},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5076000094413757},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.43470001220703125},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.39579999446868896},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.38499999046325684}],"concepts":[{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.8145999908447266},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6383000016212463},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5849999785423279},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5120000243186951},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5076000094413757},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.445499986410141},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.43470001220703125},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.39579999446868896},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.38499999046325684},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.3698999881744385},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.3643999993801117},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.337799996137619},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.29670000076293945},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27480000257492065},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.26840001344680786},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2621999979019165},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C2780297707","wikidata":"https://www.wikidata.org/wiki/Q4895393","display_name":"Landmark","level":2,"score":0.2590000033378601}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.03416","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.03416","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.03416","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2602.03416","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Clothing":[0],"recommendation":[1,54,172],"extends":[2],"beyond":[3],"merely":[4],"generating":[5],"personalized":[6,183],"outfits;":[7],"it":[8],"serves":[9],"as":[10,112],"a":[11,68,148],"crucial":[12],"medium":[13],"for":[14,137,178],"aesthetic":[15,46,64,119,139,168,176],"guidance.":[16],"However,":[17],"existing":[18],"methods":[19],"predominantly":[20],"rely":[21],"on":[22,147,161],"user-item-outfit":[23],"interaction":[24],"behaviors":[25],"while":[26,103,180],"overlooking":[27],"explicit":[28],"representations":[29],"of":[30,52,71,126,154],"clothing":[31,171],"aesthetics.":[32],"To":[33],"bridge":[34],"this":[35],"gap,":[36],"we":[37,66,134],"present":[38],"the":[39,50,74,92,95,98,117,122,152,155],"AesRec":[40,162],"benchmark":[41],"dataset":[42],"featuring":[43],"systematic":[44],"quantitative":[45],"annotations,":[47],"thereby":[48],"enabling":[49],"development":[51],"aesthetics-aligned":[53],"systems.":[55],"Grounded":[56],"in":[57,129],"professional":[58],"apparel":[59],"quality":[60],"standards":[61],"and":[62,87,109,132],"fashion":[63,149],"principles,":[65],"define":[67],"multidimensional":[69],"set":[70],"indicators.":[72],"At":[73],"item":[75],"level,":[76,94],"six":[77],"dimensions":[78],"are":[79],"independently":[80],"assessed:":[81],"silhouette,":[82],"chromaticity,":[83],"materiality,":[84],"craftsmanship,":[85],"wearability,":[86],"item-level":[88],"impression.":[89],"Transitioning":[90],"to":[91,115],"outfit":[93],"evaluation":[96],"retains":[97],"first":[99],"five":[100],"core":[101],"attributes":[102],"introducing":[104],"stylistic":[105],"synergy,":[106],"visual":[107],"harmony,":[108],"outfit-level":[110],"impression":[111],"distinct":[113],"metrics":[114],"capture":[116],"collective":[118],"impact.":[120],"Given":[121],"increasing":[123],"human-like":[124],"proficiency":[125],"Vision-Language":[127],"Models":[128],"multimodal":[130],"understanding":[131],"interaction,":[133],"leverage":[135],"them":[136],"large-scale":[138],"scoring.":[140],"We":[141],"conduct":[142],"rigorous":[143],"human-machine":[144],"consistency":[145],"validation":[146],"dataset,":[150],"confirming":[151],"reliability":[153],"generated":[156],"ratings.":[157],"Experimental":[158],"results":[159],"based":[160],"further":[163],"demonstrate":[164],"that":[165],"integrating":[166],"quantified":[167],"information":[169],"into":[170],"models":[173],"can":[174],"provide":[175],"guidance":[177],"users":[179],"fulfilling":[181],"their":[182],"requirements.":[184]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2026-02-06T00:00:00"}