{"id":"https://openalex.org/W4412394857","doi":"https://doi.org/10.1145/3726302.3729976","title":"FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference Optimization","display_name":"FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference Optimization","publication_year":2025,"publication_date":"2025-07-13","ids":{"openalex":"https://openalex.org/W4412394857","doi":"https://doi.org/10.1145/3726302.3729976"},"language":"en","primary_location":{"id":"doi:10.1145/3726302.3729976","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3726302.3729976","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3729976","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3729976","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009433044","display_name":"Mingzhe Yu","orcid":"https://orcid.org/0009-0005-3793-0847"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mingzhe Yu","raw_affiliation_strings":["Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0009-0005-3793-0847","affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089377262","display_name":"Yunshan Ma","orcid":"https://orcid.org/0000-0003-3038-5389"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yunshan Ma","raw_affiliation_strings":["Singapore Management University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-3038-5389","affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068636370","display_name":"Lei Wu","orcid":"https://orcid.org/0000-0002-3872-9062"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Wu","raw_affiliation_strings":["Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-3872-9062","affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039327013","display_name":"Changshuo Wang","orcid":"https://orcid.org/0000-0002-9970-191X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changshuo Wang","raw_affiliation_strings":["Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-9970-191X","affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048248455","display_name":"Xue Li","orcid":"https://orcid.org/0009-0000-3973-1570"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue Li","raw_affiliation_strings":["Jiangnan University, Wuxi, China"],"raw_orcid":"https://orcid.org/0009-0000-3973-1570","affiliations":[{"raw_affiliation_string":"Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100629169","display_name":"Lei Meng","orcid":"https://orcid.org/0000-0002-0273-5946"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Meng","raw_affiliation_strings":["Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-0273-5946","affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009433044"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":3.3997,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92812137,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"212","last_page":"222"},"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":0.9948999881744385,"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":0.9948999881744385,"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":0.9837999939918518,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9605000019073486,"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/computer-science","display_name":"Computer science","score":0.5687713623046875},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.476792573928833},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08727458119392395}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5687713623046875},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.476792573928833},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08727458119392395},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3726302.3729976","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3726302.3729976","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3729976","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-11874","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/10872","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1145/3726302.3729976","raw_type":"Conference Proceeding Article"}],"best_oa_location":{"id":"doi:10.1145/3726302.3729976","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3726302.3729976","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3729976","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"},{"id":"https://openalex.org/F4320335581","display_name":"Young Scientists Fund","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412394857.pdf","grobid_xml":"https://content.openalex.org/works/W4412394857.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2140310134","https://openalex.org/W2774458425","https://openalex.org/W2912995243","https://openalex.org/W2948564662","https://openalex.org/W2962785568","https://openalex.org/W2981868461","https://openalex.org/W3034229012","https://openalex.org/W3132016729","https://openalex.org/W3162700561","https://openalex.org/W3175310755","https://openalex.org/W4226317937","https://openalex.org/W4285546176","https://openalex.org/W4300473403","https://openalex.org/W4381804476","https://openalex.org/W4385896680","https://openalex.org/W4386075533","https://openalex.org/W4387868942","https://openalex.org/W4390873054","https://openalex.org/W4390874393","https://openalex.org/W4391145699","https://openalex.org/W4391421110","https://openalex.org/W4392271057","https://openalex.org/W4396843610","https://openalex.org/W4399423379","https://openalex.org/W4402508866","https://openalex.org/W4402703034","https://openalex.org/W4409158309"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Personalized":[0],"outfit":[1,37,72,96],"generation":[2,73,97,127],"aims":[3,81],"to":[4,33,82,88,106,159,167],"construct":[5],"a":[6,40,64,84,93,108,124],"set":[7],"of":[8,49,151],"compatible":[9],"and":[10,52,120,137,146,173],"personalized":[11,163],"fashion":[12,29,71,89,95,168],"items":[13,30],"as":[14,25],"an":[15,35],"outfit.":[16,42],"Recently,":[17],"generative":[18,90],"AI":[19],"models":[20],"have":[21,45],"received":[22],"widespread":[23],"attention,":[24],"they":[26,44],"can":[27],"generate":[28],"for":[31],"users":[32],"complete":[34,41],"incomplete":[36],"or":[38],"create":[39],"However,":[43],"limitations":[46],"in":[47,154],"terms":[48],"lacking":[50],"diversity":[51],"relying":[53],"on":[54,140],"the":[55,70,104,116,149,156],"supervised":[56],"learning":[57],"paradigm.":[58],"Recognizing":[59],"this":[60],"gap,":[61],"we":[62,122],"propose":[63],"novel":[65],"framework":[66,80,153],"FashionDPO,":[67],"which":[68,129],"fine-tunes":[69],"model":[74,98,174],"using":[75,99],"direct":[76],"preference":[77],"optimization.":[78],"This":[79],"provide":[83],"general":[85],"fine-tuning":[86],"approach":[87],"models,":[91],"refining":[92],"pre-trained":[94],"automatically":[100],"generated":[101],"feedback,":[102],"without":[103],"need":[105],"design":[107,123],"task-specific":[109],"reward":[110],"function.":[111],"To":[112],"make":[113],"sure":[114],"that":[115],"feedback":[117,126],"is":[118],"comprehensive":[119],"objective,":[121],"multi-expert":[125],"module":[128],"covers":[130],"three":[131],"evaluation":[132],"perspectives,":[133],"i.e.,":[134,144],"quality,":[135],"compatibility":[136,169],"personalization.":[138],"Experiments":[139],"two":[141],"established":[142],"datasets,":[143],"iFashion":[145],"Polyvore-U,":[147],"demonstrate":[148],"effectiveness":[150],"our":[152],"enhancing":[155],"model's":[157],"ability":[158],"align":[160],"with":[161],"users'":[162],"preferences":[164],"while":[165],"adhering":[166],"principles.":[170],"Our":[171],"code":[172],"checkpoints":[175],"are":[176],"available":[177],"at":[178],"https://github.com/Yzcreator/FashionDPO.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}