{"id":"https://openalex.org/W4402979520","doi":"https://doi.org/10.1109/icme57554.2024.10687683","title":"Distinguishing Textual Prompt Importance: Image-Guided Text Weighting for CLIP-Based Few-shot Learning","display_name":"Distinguishing Textual Prompt Importance: Image-Guided Text Weighting for CLIP-Based Few-shot Learning","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4402979520","doi":"https://doi.org/10.1109/icme57554.2024.10687683"},"language":"en","primary_location":{"id":"doi:10.1109/icme57554.2024.10687683","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687683","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","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/A5107511147","display_name":"Tianci Xun","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianci Xun","raw_affiliation_strings":["National University of Defense Technology,College of Computer Science and Technology,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100344481","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0002-7663-278X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Chen","raw_affiliation_strings":["National University of Defense Technology,College of Computer Science and Technology,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100720970","display_name":"Yulin He","orcid":"https://orcid.org/0000-0003-1380-1088"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulin He","raw_affiliation_strings":["National University of Defense Technology,College of Computer Science and Technology,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107657271","display_name":"Di Wu","orcid":"https://orcid.org/0009-0002-9037-3646"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Wu","raw_affiliation_strings":["National University of Defense Technology,College of Computer Science and Technology,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067747132","display_name":"Yuanming Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanming Gao","raw_affiliation_strings":["National University of Defense Technology,College of Computer Science and Technology,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082830302","display_name":"Jiuyuan Zhu","orcid":"https://orcid.org/0009-0002-3813-3944"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiuyuan Zhu","raw_affiliation_strings":["National University of Defense Technology,College of Computer Science and Technology,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101903640","display_name":"Weiwei Zheng","orcid":"https://orcid.org/0000-0003-0806-2997"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Zheng","raw_affiliation_strings":["National University of Defense Technology,College of Computer Science and Technology,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9172999858856201,"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"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9172999858856201,"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/shot","display_name":"Shot (pellet)","score":0.7877469062805176},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.786974310874939},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7668200731277466},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6408398151397705},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5326283574104309},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.5182926058769226},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.45123371481895447},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.450044721364975},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.346047580242157},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06792065501213074},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.05370572209358215}],"concepts":[{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.7877469062805176},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.786974310874939},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7668200731277466},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6408398151397705},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5326283574104309},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.5182926058769226},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.45123371481895447},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.450044721364975},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.346047580242157},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06792065501213074},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.05370572209358215},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme57554.2024.10687683","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687683","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.41999998688697815}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2047643928","https://openalex.org/W2108598243","https://openalex.org/W2519882289","https://openalex.org/W2533598788","https://openalex.org/W2964194231","https://openalex.org/W3012255272","https://openalex.org/W3159481202","https://openalex.org/W3198377975","https://openalex.org/W4313175608","https://openalex.org/W4382458283","https://openalex.org/W4386075985","https://openalex.org/W4386790226","https://openalex.org/W4390872508"],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W4294892107","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2773965352","https://openalex.org/W2357748469","https://openalex.org/W2392917037"],"abstract_inverted_index":{"Few-Shot":[0],"learning":[1,4,131],"deals":[2],"with":[3,14],"a":[5,47],"model":[6],"capable":[7],"of":[8,75,95,105,138],"recognizing":[9],"new":[10],"classes":[11],"when":[12],"provided":[13],"limited":[15],"labeled":[16],"data.":[17],"Recently,":[18],"Contrastive":[19],"Language-Image":[20],"Pre-training":[21],"(CLIP)":[22],"based":[23],"methods":[24,43],"have":[25],"shown":[26],"significant":[27],"potential":[28],"in":[29,45],"this":[30,79,81],"filed.":[31],"However,":[32],"due":[33],"to":[34,69,101,112],"the":[35,92,103,113,134],"equal":[36],"treatment":[37],"for":[38],"textual":[39,56,99,106],"prompts,":[40],"existing":[41],"CLIP-based":[42],"fail":[44],"establishing":[46],"strong":[48],"text":[49],"classifier,":[50],"consequently":[51],"limiting":[52],"their":[53],"performance.":[54],"These":[55],"prompts":[57,100],"are":[58,126],"obtained":[59],"by":[60],"querying":[61],"large":[62],"language":[63],"models":[64],"(LLMs),":[65],"making":[66],"it":[67],"unreasonable":[68],"assume":[70],"uniform":[71],"quality":[72],"across":[73,128],"all":[74],"them.":[76],"To":[77],"address":[78],"issue,":[80],"paper":[82],"proposes":[83],"an":[84],"Image-guided":[85],"Text":[86],"weighting":[87,104],"(IGTW)":[88],"module,":[89],"which":[90],"employs":[91],"feature":[93],"similarity":[94],"training":[96],"images":[97],"and":[98,119,136],"guide":[102],"prompts.":[107],"After":[108],"applying":[109],"our":[110,139],"method":[111,116,121],"recent":[114],"state-of-the-art":[115],"(i.e.,":[117,122],"CaFo)":[118],"classic":[120],"Tip-Adapter),":[123],"consistent":[124],"improvements":[125],"achieved":[127],"11":[129],"few-shot":[130],"datasets,":[132],"proving":[133],"effectiveness":[135],"universality":[137],"method.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
