{"id":"https://openalex.org/W4394897083","doi":"https://doi.org/10.1109/tetci.2024.3386774","title":"Hierarchical Multimodal Graph Learning for Outfit Compatibility Modelling","display_name":"Hierarchical Multimodal Graph Learning for Outfit Compatibility Modelling","publication_year":2024,"publication_date":"2024-04-17","ids":{"openalex":"https://openalex.org/W4394897083","doi":"https://doi.org/10.1109/tetci.2024.3386774"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2024.3386774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3386774","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","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/A5025220345","display_name":"Rucong Xu","orcid":"https://orcid.org/0000-0003-3872-2255"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rucong Xu","raw_affiliation_strings":["Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358533","display_name":"Jianfeng Wang","orcid":"https://orcid.org/0009-0006-5886-4903"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Wang","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100351375","display_name":"Ming Li","orcid":"https://orcid.org/0000-0002-0722-028X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ming Li","raw_affiliation_strings":["Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101338537","display_name":"Junyan Xu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Junyan Xu","raw_affiliation_strings":["Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100743577","display_name":"Yun Li","orcid":"https://orcid.org/0000-0002-6575-1839"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yun Li","raw_affiliation_strings":["Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China","i4AI Ltd., London, U.K"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":[]},{"raw_affiliation_string":"i4AI Ltd., London, U.K","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5025220345"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.718,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71923095,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"8","issue":"6","first_page":"4130","last_page":"4142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9262999892234802,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9262999892234802,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/compatibility","display_name":"Compatibility (geochemistry)","score":0.6870087385177612},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5507538914680481},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1875210404396057},{"id":"https://openalex.org/keywords/chemical-engineering","display_name":"Chemical engineering","score":0.0503268837928772}],"concepts":[{"id":"https://openalex.org/C2778648169","wikidata":"https://www.wikidata.org/wiki/Q967768","display_name":"Compatibility (geochemistry)","level":2,"score":0.6870087385177612},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5507538914680481},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1875210404396057},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.0503268837928772}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2024.3386774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3386774","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","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":56,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1977177161","https://openalex.org/W2064675550","https://openalex.org/W2110485445","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2737102415","https://openalex.org/W2774458425","https://openalex.org/W2795117763","https://openalex.org/W2896457183","https://openalex.org/W2904192190","https://openalex.org/W2912053445","https://openalex.org/W2912727434","https://openalex.org/W2918636049","https://openalex.org/W2947109354","https://openalex.org/W2955727475","https://openalex.org/W2964015378","https://openalex.org/W2966334333","https://openalex.org/W2981414235","https://openalex.org/W2982108874","https://openalex.org/W3010209648","https://openalex.org/W3013310686","https://openalex.org/W3034202788","https://openalex.org/W3034229012","https://openalex.org/W3098428742","https://openalex.org/W3099462466","https://openalex.org/W3104731853","https://openalex.org/W3107129693","https://openalex.org/W3148178367","https://openalex.org/W3169207496","https://openalex.org/W3183911038","https://openalex.org/W3207589581","https://openalex.org/W3211356784","https://openalex.org/W4205091644","https://openalex.org/W4205400458","https://openalex.org/W4221152648","https://openalex.org/W4226048133","https://openalex.org/W4280567629","https://openalex.org/W4281250306","https://openalex.org/W4283079518","https://openalex.org/W4284703076","https://openalex.org/W4286540489","https://openalex.org/W4297684987","https://openalex.org/W4304091902","https://openalex.org/W4304140575","https://openalex.org/W4315473444","https://openalex.org/W4319300603","https://openalex.org/W4323022392","https://openalex.org/W4324290382","https://openalex.org/W4366957280","https://openalex.org/W4385682046","https://openalex.org/W6631190155","https://openalex.org/W6638444622","https://openalex.org/W6682889407","https://openalex.org/W6726873649","https://openalex.org/W6755207826"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390255551","https://openalex.org/W2367511445","https://openalex.org/W2381930792","https://openalex.org/W2358901819","https://openalex.org/W745733672","https://openalex.org/W2983545107","https://openalex.org/W2389102290","https://openalex.org/W2390279801"],"abstract_inverted_index":{"Outfit":[0],"compatibility":[1,56],"modelling":[2,17,57,121],"plays":[3],"a":[4,48,68,99],"significant":[5],"role":[6],"in":[7,35],"e-commerce":[8],"decision-making,":[9],"but":[10],"the":[11,18,26,33,78,85,96,105,124,130,141],"existing":[12],"methods":[13],"are":[14],"restricted":[15],"to":[16],"visual":[19],"and":[20,23,32,67,84],"textual":[21],"information":[22,76,127],"have":[24],"neglected":[25],"direct":[27],"contribution":[28],"of":[29,62,77,90,129],"category":[30],"labels":[31],"differences":[34],"semantic":[36],"richness":[37],"among":[38],"different":[39,93],"modalities.":[40],"This":[41],"paper":[42],"addresses":[43],"these":[44],"issues":[45],"by":[46],"developing":[47],"hierarchical":[49],"multimodal":[50],"graph":[51,65,70,107],"learning":[52,89],"framework":[53],"for":[54,119],"outfit":[55],"called":[58],"HMGL-OCM,":[59],"which":[60,112],"consists":[61],"an":[63,82],"item-level":[64],"network":[66,108],"modality-level":[69,106],"network.":[71],"The":[72],"former":[73],"augments":[74],"local":[75],"modal":[79],"features":[80,114],"within":[81,95],"item,":[83],"latter":[86],"performs":[87],"global":[88],"interactions":[91],"between":[92],"items":[94],"modality.":[97],"Further,":[98],"novel":[100],"cross-modality":[101],"propagation":[102],"method":[103],"at":[104],"stage":[109],"is":[110],"developed,":[111],"leverages":[113],"from":[115],"other":[116],"modality":[117,126],"networks":[118],"complementary":[120],"while":[122],"retaining":[123],"current":[125],"density":[128],"item.":[131],"Extensive":[132],"experimentation":[133],"on":[134],"three":[135],"real-world":[136],"fashion":[137],"datasets":[138],"corroborates":[139],"that":[140],"HMGL-OCM":[142],"model":[143],"surpasses":[144],"state-of-the-art":[145],"methodologies.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
