{"id":"https://openalex.org/W4399168606","doi":"https://doi.org/10.1109/tmm.2024.3407667","title":"MuJo-SF: Multimodal Joint Slot Filling for Attribute Value Prediction of E-commerce Commodities","display_name":"MuJo-SF: Multimodal Joint Slot Filling for Attribute Value Prediction of E-commerce Commodities","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399168606","doi":"https://doi.org/10.1109/tmm.2024.3407667"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3407667","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tmm.2024.3407667","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","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/A5024179471","display_name":"Meihuizi Jia","orcid":"https://orcid.org/0009-0003-5624-9980"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Meihuizi Jia","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027658278","display_name":"Lei Shen","orcid":"https://orcid.org/0000-0003-0307-696X"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Shen","raw_affiliation_strings":["JD AI Research, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JD AI Research, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001659855","display_name":"Luu Anh Tuan","orcid":"https://orcid.org/0000-0001-6062-207X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Luu Anh Tuan","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115621122","display_name":"Meng Chen","orcid":"https://orcid.org/0009-0006-9908-4524"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Chen","raw_affiliation_strings":["JD AI Research, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JD AI Research, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115621137","display_name":"Jing Xu","orcid":"https://orcid.org/0000-0001-6102-8718"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Xu","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044196762","display_name":"Lejian Liao","orcid":"https://orcid.org/0000-0003-1412-8243"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lejian Liao","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101399146","display_name":"Shaozu Yuan","orcid":"https://orcid.org/0000-0001-5084-7064"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaozu Yuan","raw_affiliation_strings":["JD AI Research, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JD AI Research, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101727205","display_name":"Xiaodong He","orcid":"https://orcid.org/0000-0002-9463-9168"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong He","raw_affiliation_strings":["JD AI Research, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JD AI Research, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09734209,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9359999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9359999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.7636605501174927},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.7048065662384033},{"id":"https://openalex.org/keywords/e-commerce","display_name":"E-commerce","score":0.5724513530731201},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4304388761520386},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38902053236961365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3324587643146515},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2749226689338684},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19242477416992188}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7636605501174927},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.7048065662384033},{"id":"https://openalex.org/C78597825","wikidata":"https://www.wikidata.org/wiki/Q484847","display_name":"E-commerce","level":2,"score":0.5724513530731201},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4304388761520386},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38902053236961365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3324587643146515},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2749226689338684},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19242477416992188},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2024.3407667","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tmm.2024.3407667","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6000000238418579}],"awards":[{"id":"https://openalex.org/G2241669265","display_name":null,"funder_award_id":"202006030076","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"}],"funders":[{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1940872118","https://openalex.org/W2008830554","https://openalex.org/W2093848332","https://openalex.org/W2194775991","https://openalex.org/W2296283641","https://openalex.org/W2745461083","https://openalex.org/W2805173585","https://openalex.org/W2949922292","https://openalex.org/W2951865668","https://openalex.org/W2962902328","https://openalex.org/W2963625095","https://openalex.org/W2970127347","https://openalex.org/W2971196067","https://openalex.org/W2995278328","https://openalex.org/W3006361831","https://openalex.org/W3034300118","https://openalex.org/W3035000544","https://openalex.org/W3035625205","https://openalex.org/W3104609290","https://openalex.org/W3138389337","https://openalex.org/W3138516171","https://openalex.org/W3153682083","https://openalex.org/W3155625103","https://openalex.org/W3166701446","https://openalex.org/W3173793851","https://openalex.org/W3176006008","https://openalex.org/W4210618583","https://openalex.org/W4224919569","https://openalex.org/W4226445989","https://openalex.org/W4285149123","https://openalex.org/W4285276432","https://openalex.org/W4304015092","https://openalex.org/W4312729433","https://openalex.org/W4382318248","https://openalex.org/W4382466550","https://openalex.org/W4383313319","https://openalex.org/W4385570068","https://openalex.org/W4385570631","https://openalex.org/W4385573727","https://openalex.org/W4385574309","https://openalex.org/W4386065703","https://openalex.org/W4386572391","https://openalex.org/W4387968081","https://openalex.org/W4387968297","https://openalex.org/W4393161142"],"related_works":["https://openalex.org/W1996130883","https://openalex.org/W2748574964","https://openalex.org/W2888483922","https://openalex.org/W4396737233","https://openalex.org/W2367747139","https://openalex.org/W4391102217","https://openalex.org/W2566187525","https://openalex.org/W2566334511","https://openalex.org/W2367150592","https://openalex.org/W2378889330"],"abstract_inverted_index":{"Supplementing":[0],"product":[1,18,20,23,44,56,106,111,120,137],"attribute":[2,51,121],"information":[3,30,62,103],"is":[4],"a":[5,39,90,129,143,176],"critical":[6],"step":[7],"for":[8,42,178,202],"E-commerce":[9],"platforms,":[10],"which":[11,150,180,204],"further":[12],"benefits":[13],"various":[14],"downstream":[15],"tasks,":[16],"including":[17],"recommendation,":[19],"search,":[21],"and":[22,108,156,184,187,198],"knowledge":[24],"graph":[25],"construction.":[26],"Intuitively,":[27],"the":[28,76,82,118,165],"visual":[29,61,78],"available":[31],"on":[32,196],"e-commerce":[33],"platforms":[34],"can":[35,205],"effectively":[36],"function":[37],"as":[38,208],"primary":[40],"source":[41],"certain":[43],"attributes.":[45,158],"However,":[46],"existing":[47],"works":[48],"either":[49],"extract":[50],"values":[52,116,167],"solely":[53],"from":[54,104,168],"textual":[55],"descriptions":[57,107],"or":[58,66],"leverage":[59],"limited":[60],"(e.g.,":[63],"image":[64],"features":[65],"optical":[67],"character":[68],"recognition":[69],"tokens)":[70],"to":[71,100,113,145,152,210],"assist":[72],"extraction,":[73],"without":[74],"mining":[75],"fine-grained":[77],"cues":[79],"linked":[80],"with":[81,132],"products":[83],"effectively.":[84],"In":[85],"this":[86,124],"paper,":[87],"we":[88,126,141,163,174,192],"propose":[89],"novel":[91],"task":[92],"-Multimodal":[93],"Joint":[94],"Slot":[95],"Filling(MuJo-SF)":[96],"-":[97],"that":[98],"aims":[99,151],"combine":[101],"multimodal":[102,182],"both":[105],"their":[109],"corresponding":[110,166],"images":[112,169],"jointly":[114],"fill":[115],"into":[117],"pre-defined":[119],"set.":[122],"To":[123],"end,":[125],"develop":[127],"MAVP,":[128],"new":[130],"dataset":[131],"79":[133],"k":[134],"instances":[135],"of":[136],"description-image":[138],"pairs.":[139],"Specifically,":[140],"present":[142],"strategy":[144],"fulfill":[146],"visualized":[147],"saliency":[148],"ascription,":[149],"distinguish":[153],"between":[154],"text-dependent":[155,188],"image-dependent":[157,161,186],"For":[159],"those":[160],"attributes,":[162],"annotate":[164],"using":[170],"distant":[171],"supervision.":[172],"Then,":[173],"design":[175],"model":[177],"MuJo-SF,":[179,203],"combines":[181],"representations":[183],"fills":[185],"attributes":[189],"separately.":[190],"Finally,":[191],"conduct":[193],"extensive":[194],"experiments":[195],"MAVP":[197],"provide":[199],"rich":[200],"results":[201],"be":[206],"used":[207],"baselines":[209],"facilitate":[211],"future":[212],"research.":[213]},"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
