{"id":"https://openalex.org/W2897195437","doi":"https://doi.org/10.1145/3240508.3240646","title":"Interpretable Multimodal Retrieval for Fashion Products","display_name":"Interpretable Multimodal Retrieval for Fashion Products","publication_year":2018,"publication_date":"2018-10-15","ids":{"openalex":"https://openalex.org/W2897195437","doi":"https://doi.org/10.1145/3240508.3240646","mag":"2897195437"},"language":"en","primary_location":{"id":"doi:10.1145/3240508.3240646","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3240508.3240646","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM international conference on Multimedia","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=7511&context=sis_research","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081165986","display_name":"Lizi Liao","orcid":"https://orcid.org/0000-0002-9973-3305"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Lizi Liao","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038668215","display_name":"Xiangnan He","orcid":"https://orcid.org/0000-0001-8472-7992"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xiangnan He","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103114339","display_name":"Bo Zhao","orcid":"https://orcid.org/0000-0002-2120-2571"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bo Zhao","raw_affiliation_strings":["University of British Columbia, Vancouver, Canada"],"affiliations":[{"raw_affiliation_string":"University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010722442","display_name":"Chong\u2010Wah Ngo","orcid":"https://orcid.org/0000-0003-4182-8261"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Chong-Wah Ngo","raw_affiliation_strings":["City University of Hong Kong, Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089404640","display_name":"Tat\u2010Seng Chua","orcid":"https://orcid.org/0000-0001-6097-7807"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tat-Seng Chua","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5081165986"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":4.8908,"has_fulltext":false,"cited_by_count":79,"citation_normalized_percentile":{"value":0.96540151,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1571","last_page":"1579"},"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":0.9959999918937683,"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":0.9959999918937683,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9847999811172485,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9840999841690063,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8129982948303223},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5998647212982178},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5517815351486206},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5020997524261475},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.49163562059402466},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.46452558040618896},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.46164149045944214},{"id":"https://openalex.org/keywords/tree-structure","display_name":"Tree structure","score":0.45000672340393066},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4476446807384491},{"id":"https://openalex.org/keywords/novelty","display_name":"Novelty","score":0.4361972510814667},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38543158769607544},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.35183393955230713},{"id":"https://openalex.org/keywords/data-structure","display_name":"Data structure","score":0.1022157073020935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8129982948303223},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5998647212982178},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5517815351486206},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5020997524261475},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.49163562059402466},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.46452558040618896},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.46164149045944214},{"id":"https://openalex.org/C163797641","wikidata":"https://www.wikidata.org/wiki/Q2067937","display_name":"Tree structure","level":3,"score":0.45000672340393066},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4476446807384491},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.4361972510814667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38543158769607544},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.35183393955230713},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.1022157073020935},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/3240508.3240646","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3240508.3240646","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM international conference on Multimedia","raw_type":"proceedings-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-7511","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=7511&context=sis_research","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (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/10.1145/3240508.3240646","raw_type":"Conference Proceeding Article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-8575","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=8575&context=sis_research","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (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/10.1145/3240508.3240646","raw_type":"Conference Proceeding Article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-8680","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=8680&context=sis_research","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (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/10.1145/3240508.3240646","raw_type":"Conference Proceeding Article"},{"id":"pmh:oai:scholarbank.nus.edu.sg:10635/167281","is_oa":false,"landing_page_url":"https://scholarbank.nus.edu.sg/handle/10635/167281","pdf_url":null,"source":{"id":"https://openalex.org/S7407052290","display_name":"National University of Singapore","issn_l":null,"issn":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-7511","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=7511&context=sis_research","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (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/10.1145/3240508.3240646","raw_type":"Conference Proceeding Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3296514248","display_name":null,"funder_award_id":"IRC@Singapore Funding Initiative","funder_id":"https://openalex.org/F4320320709","funder_display_name":"National Research Foundation Singapore"}],"funders":[{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W146395692","https://openalex.org/W181871703","https://openalex.org/W1594098193","https://openalex.org/W1880262756","https://openalex.org/W1905882502","https://openalex.org/W1978962787","https://openalex.org/W1991418309","https://openalex.org/W2024523516","https://openalex.org/W2027731328","https://openalex.org/W2028285070","https://openalex.org/W2033365921","https://openalex.org/W2055981215","https://openalex.org/W2061851712","https://openalex.org/W2074621908","https://openalex.org/W2089150756","https://openalex.org/W2099471712","https://openalex.org/W2108598243","https://openalex.org/W2122528955","https://openalex.org/W2129026672","https://openalex.org/W2130556178","https://openalex.org/W2134270519","https://openalex.org/W2135367695","https://openalex.org/W2143017621","https://openalex.org/W2147414309","https://openalex.org/W2149557440","https://openalex.org/W2151645094","https://openalex.org/W2163605009","https://openalex.org/W2168371480","https://openalex.org/W2170881581","https://openalex.org/W2171361956","https://openalex.org/W2194775991","https://openalex.org/W2295107390","https://openalex.org/W2306658060","https://openalex.org/W2471768434","https://openalex.org/W2517194566","https://openalex.org/W2519536754","https://openalex.org/W2527079101","https://openalex.org/W2536626143","https://openalex.org/W2591644541","https://openalex.org/W2604165577","https://openalex.org/W2605350416","https://openalex.org/W2606594151","https://openalex.org/W2625758617","https://openalex.org/W2735001949","https://openalex.org/W2782696945","https://openalex.org/W2783914869","https://openalex.org/W2787612455","https://openalex.org/W2788362011","https://openalex.org/W2895842584","https://openalex.org/W2897182555","https://openalex.org/W2950133940","https://openalex.org/W2951707557","https://openalex.org/W2952326480","https://openalex.org/W2953276893","https://openalex.org/W2963389687","https://openalex.org/W2964121744","https://openalex.org/W2964211610","https://openalex.org/W3143107425","https://openalex.org/W3145063618","https://openalex.org/W4206226097","https://openalex.org/W4235505822","https://openalex.org/W4251372957"],"related_works":["https://openalex.org/W2381242807","https://openalex.org/W2751208925","https://openalex.org/W3126131230","https://openalex.org/W2347541121","https://openalex.org/W4288804799","https://openalex.org/W2080951048","https://openalex.org/W3089617106","https://openalex.org/W3032237421","https://openalex.org/W4390871823","https://openalex.org/W4311555960"],"abstract_inverted_index":{"Deep":[0],"learning":[1,68,86,157],"methods":[2],"have":[3],"been":[4],"successfully":[5],"applied":[6],"to":[7,52,87,172,220,227],"fashion":[8,37,60,82,127,160,178,197,210],"retrieval.":[9],"However,":[10],"the":[11,19,57,81,89,104,126,135,147,155,174,182,189,201,206,228],"latent":[12],"meaning":[13],"of":[14,21,26,91,99,106,158],"learned":[15],"feature":[16],"vectors":[17],"hinders":[18],"explanation":[20],"retrieval":[22,184],"results":[23,93,193,224],"and":[24,46,79,94,133,153,213],"integration":[25],"user":[27,95],"feedback.":[28,191],"Fortunately,":[29],"there":[30],"are":[31],"many":[32],"online":[33],"shopping":[34],"websites":[35],"organizing":[36,78],"items":[38,211],"into":[39,129],"hierarchical":[40,169],"structures":[41,50],"based":[42],"on":[43,194],"product":[44],"taxonomy":[45],"domain":[47],"knowledge.":[48],"Such":[49],"help":[51],"reveal":[53],"how":[54],"human":[55],"perceive":[56],"relatedness":[58],"among":[59,150,177,209],"products.":[61,179],"Nevertheless,":[62],"incorporating":[63],"structural":[64],"knowledge":[65],"for":[66,77,119],"deep":[67,85,117],"remains":[69],"a":[70],"challenging":[71],"problem.":[72],"This":[73],"paper":[74],"presents":[75],"techniques":[76],"utilizing":[80],"hierarchies":[83],"in":[84],"facilitate":[88],"reasoning":[90],"search":[92,216,223],"intent.":[96],"The":[97],"novelty":[98],"our":[100],"work":[101],"originates":[102],"from":[103],"development":[105],"an":[107,167],"EI":[108,123,163],"(Exclusive":[109],"&":[110],"Independent)":[111],"tree":[112,124,136],"that":[113,186,200],"can":[114,187,204],"cooperate":[115],"with":[116,138],"models":[118],"end-to-end":[120,156],"multimodal":[121],"learning.":[122],"organizes":[125],"concepts":[128,152],"multiple":[130],"semantic":[131,175,207],"levels":[132],"augments":[134],"structure":[137],"exclusive":[139],"as":[140,142,225],"well":[141],"independent":[143],"constraints.":[144],"It":[145,180],"describes":[146],"different":[148],"relationships":[149],"sibling":[151],"guides":[154],"multi-level":[159],"semantics.":[161],"From":[162],"tree,":[164],"we":[165],"learn":[166],"explicit":[168],"similarity":[170],"function":[171],"characterize":[173,205],"similarities":[176,208],"facilitates":[181],"interpretable":[183],"scheme":[185],"integrate":[188],"concept-level":[190],"Experiment":[192],"two":[195],"large":[196],"datasets":[198],"show":[199],"proposed":[202],"approach":[203],"accurately":[212],"capture":[214],"user's":[215],"intent":[217],"precisely,":[218],"leading":[219],"more":[221],"accurate":[222],"compared":[226],"state-of-the-art":[229],"methods.":[230]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}