{"id":"https://openalex.org/W4392903450","doi":"https://doi.org/10.1109/icassp48485.2024.10446865","title":"LabCLIP: Label-Enhanced Clip for Improving Zero-Shot Text Classification","display_name":"LabCLIP: Label-Enhanced Clip for Improving Zero-Shot Text Classification","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392903450","doi":"https://doi.org/10.1109/icassp48485.2024.10446865"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10446865","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10446865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101686812","display_name":"Yongheng Zhang","orcid":"https://orcid.org/0000-0002-0568-1728"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongheng Zhang","raw_affiliation_strings":["Central South University,School of Computer Science and Engineering,China","School of Computer Science and Engineering, Central South University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043948236","display_name":"Peng Wang","orcid":"https://orcid.org/0000-0002-5374-8931"},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Wang","raw_affiliation_strings":["Anhui Agricultural University,School of Information and Computer Science,China","School of Information and Computer Science, Anhui Agricultural University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Agricultural University,School of Information and Computer Science,China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Information and Computer Science, Anhui Agricultural University, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079629902","display_name":"Qiguang Chen","orcid":"https://orcid.org/0000-0002-5657-2847"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiguang Chen","raw_affiliation_strings":["Central South University,School of Computer Science and Engineering,China","School of Computer Science and Engineering, Central South University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079408382","display_name":"Jingxuan Zhou","orcid":"https://orcid.org/0000-0002-8120-1394"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingxuan Zhou","raw_affiliation_strings":["Central South University,School of Computer Science and Engineering,China","School of Computer Science and Engineering, Central South University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078299007","display_name":"Yongmei Wang","orcid":"https://orcid.org/0000-0002-7508-6537"},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongmei Wang","raw_affiliation_strings":["Anhui Agricultural University,School of Information and Computer Science,China","School of Information and Computer Science, Anhui Agricultural University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Agricultural University,School of Information and Computer Science,China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Information and Computer Science, Anhui Agricultural University, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778175","display_name":"Min Li","orcid":"https://orcid.org/0009-0001-2877-9568"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Li","raw_affiliation_strings":["Central South University,School of Computer Science and Engineering,China","School of Computer Science and Engineering, Central South University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029082837","display_name":"Libo Qin","orcid":"https://orcid.org/0000-0002-3619-675X"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Libo Qin","raw_affiliation_strings":["Central South University,School of Computer Science and Engineering,China","School of Computer Science and Engineering, Central South University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"11406","last_page":"11410"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9997000098228455,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9997000098228455,"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/T10028","display_name":"Topic Modeling","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8046340346336365},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6160801649093628},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5949916839599609},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5939607620239258},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5579871535301208},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5414661169052124},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5103511214256287},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5055952072143555},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.4791383445262909},{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.46205583214759827},{"id":"https://openalex.org/keywords/multi-label-classification","display_name":"Multi-label classification","score":0.43886739015579224},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.391337126493454},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08732104301452637}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8046340346336365},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6160801649093628},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5949916839599609},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5939607620239258},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5579871535301208},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5414661169052124},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5103511214256287},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5055952072143555},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4791383445262909},{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.46205583214759827},{"id":"https://openalex.org/C2776482837","wikidata":"https://www.wikidata.org/wiki/Q3553958","display_name":"Multi-label classification","level":2,"score":0.43886739015579224},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.391337126493454},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08732104301452637},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10446865","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10446865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320318547","display_name":"Baidu","ror":"https://ror.org/03vs3wt56"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321514","display_name":"Central South University","ror":"https://ror.org/00f1zfq44"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2070246124","https://openalex.org/W2077302143","https://openalex.org/W2163455955","https://openalex.org/W2170240176","https://openalex.org/W2874464011","https://openalex.org/W2963804400","https://openalex.org/W2964046515","https://openalex.org/W2970200208","https://openalex.org/W3174672330","https://openalex.org/W4224945259","https://openalex.org/W4297683418","https://openalex.org/W4365799947","https://openalex.org/W4385245566","https://openalex.org/W4385569796","https://openalex.org/W4385570650","https://openalex.org/W4385572905","https://openalex.org/W6685053522","https://openalex.org/W6751425476","https://openalex.org/W6791353385"],"related_works":["https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W2980279061","https://openalex.org/W2334685461","https://openalex.org/W2366718574","https://openalex.org/W2359774528","https://openalex.org/W4205999209","https://openalex.org/W2735080633"],"abstract_inverted_index":{"Zero-shot":[0],"text":[1,7,34,71,89,98,117,139,172],"classification":[2,8,35,90,140],"aims":[3],"to":[4,91,124,168],"handle":[5],"the":[6,19,44,60,65,70,75,78,94,107,110,116,120,127,171],"task":[9],"without":[10],"any":[11],"annotated":[12],"training":[13],"data,":[14],"which":[15,41],"can":[16,42],"greatly":[17],"alleviate":[18],"data":[20],"scarcity":[21],"problem.":[22],"Current":[23],"dominant":[24],"approaches":[25,56,150],"follow":[26],"a":[27,37,82],"novel":[28],"text-image":[29,38,54],"matching":[30,39,55],"paradigm,":[31],"reformulating":[32],"zero-shot":[33,88,138],"into":[36,109,119],"problem,":[40],"capture":[43,126],"visual":[45,61,95],"image":[46,62,96,123],"information":[47,101],"and":[48,97,113,142],"show":[49],"promising":[50],"performance.":[51],"Nevertheless,":[52],"existing":[53],"solely":[57],"focus":[58],"on":[59,134,151,157,165],"information,":[63],"ignoring":[64],"semantic":[66,100,129],"knowledge":[67],"embedded":[68],"in":[69,77],"labels.":[72],"To":[73],"address":[74],"challenge,":[76],"work,":[79],"we":[80,161],"present":[81],"label-enhanced":[83],"CLIP":[84],"framework":[85],"(Lab-CLIP)":[86],"for":[87],"consider":[92],"both":[93],"label":[99,108,118,122,128,173],"simultaneously.":[102],"Specifically,":[103],"LabCLIP":[104,147],"first":[105],"converts":[106],"corresponding":[111,121],"image,":[112],"then":[114],"injects":[115],"explicitly":[125],"knowledge.":[130],"We":[131],"conduct":[132],"experiments":[133],"8":[135],"publicly":[136],"available":[137],"datasets":[141,153],"experimental":[143],"results":[144],"indicate":[145],"that":[146],"outperforms":[148],"previous":[149],"all":[152],"(with":[154],"4.3%":[155],"improvement":[156],"average).":[158],"In":[159],"addition,":[160],"provide":[162],"extensive":[163],"analysis":[164],"exploring":[166],"how":[167],"effectively":[169],"incorporate":[170],"information.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}