{"id":"https://openalex.org/W4404238326","doi":"https://doi.org/10.1109/tcsvt.2024.3495825","title":"Feature Transductive Distribution Optimization for Few-Shot Image Classification","display_name":"Feature Transductive Distribution Optimization for Few-Shot Image Classification","publication_year":2024,"publication_date":"2024-11-11","ids":{"openalex":"https://openalex.org/W4404238326","doi":"https://doi.org/10.1109/tcsvt.2024.3495825"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3495825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3495825","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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":null,"display_name":"Qing Liu","orcid":"https://orcid.org/0009-0007-0568-2628"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Liu","raw_affiliation_strings":["School of Computer Science and Technology and Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0007-0568-2628","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology and Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008541218","display_name":"Xianlun Tang","orcid":"https://orcid.org/0000-0002-9174-7366"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianlun Tang","raw_affiliation_strings":["Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-9174-7366","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114994797","display_name":"Ying Wang","orcid":"https://orcid.org/0000-0002-2571-9367"},"institutions":[{"id":"https://openalex.org/I4210116886","display_name":"Chongqing Vocational Institute of Engineering","ror":"https://ror.org/0279ehd23","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210116886"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Wang","raw_affiliation_strings":["Big Data and Internet of Things School, Chongqing Vocational Institute of Engineering, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data and Internet of Things School, Chongqing Vocational Institute of Engineering, Chongqing, China","institution_ids":["https://openalex.org/I4210116886"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100749623","display_name":"Xingchen Li","orcid":"https://orcid.org/0000-0002-3691-9516"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingchen Li","raw_affiliation_strings":["School of Computer Science and Technology and Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-3691-9516","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology and Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101831599","display_name":"Xinyan Jiang","orcid":"https://orcid.org/0000-0003-0935-1862"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyan Jiang","raw_affiliation_strings":["Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Complex Systems and Bionic Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058194445","display_name":"Weisheng Li","orcid":"https://orcid.org/0000-0002-9033-8245"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weisheng Li","raw_affiliation_strings":["Chongqing Key Laboratory of Image Cognition and the Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing University of Posts and Telecommunications, Chongqing, China","Chongqing Key Laboratory of Image Cognition, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-9033-8245","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Image Cognition and the Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Image Cognition, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2778,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.63964431,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"35","issue":"3","first_page":"2230","last_page":"2243"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9477999806404114,"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/T12676","display_name":"Machine Learning and ELM","score":0.9477999806404114,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9247000217437744,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7034305334091187},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6480849385261536},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6329167485237122},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6071289777755737},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.478334903717041},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.45023617148399353},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4440644383430481},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.43341416120529175},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32930243015289307}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7034305334091187},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6480849385261536},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6329167485237122},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6071289777755737},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.478334903717041},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.45023617148399353},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4440644383430481},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.43341416120529175},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32930243015289307},{"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},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3495825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3495825","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1646691482","display_name":null,"funder_award_id":"CSTB2024NSCQ-LZX0077","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G3105584671","display_name":null,"funder_award_id":"KJZDK202200603","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"},{"id":"https://openalex.org/G3762193858","display_name":null,"funder_award_id":"CSTB2022NSCQ-MSX0380","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G8502250772","display_name":null,"funder_award_id":"KJZD-K202202401","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"},{"id":"https://openalex.org/G863126230","display_name":null,"funder_award_id":"KJZD-M202200603","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"}],"funders":[{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324805","display_name":"Chongqing Municipal Education Commission","ror":"https://ror.org/031nm5713"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2964105864","https://openalex.org/W2964137095","https://openalex.org/W2997591727","https://openalex.org/W3009081299","https://openalex.org/W3041133507","https://openalex.org/W3095582157","https://openalex.org/W3096805028","https://openalex.org/W3138507197","https://openalex.org/W3163842339","https://openalex.org/W3209786827","https://openalex.org/W4213019189","https://openalex.org/W4214807529","https://openalex.org/W4226311485","https://openalex.org/W4281775604","https://openalex.org/W4283724240","https://openalex.org/W4311527529","https://openalex.org/W4313176985","https://openalex.org/W4318764497","https://openalex.org/W4319075182","https://openalex.org/W4319604488","https://openalex.org/W4321780077","https://openalex.org/W4323338297","https://openalex.org/W4352977275","https://openalex.org/W4360897378","https://openalex.org/W4361762277","https://openalex.org/W4361983305","https://openalex.org/W4376464610","https://openalex.org/W4380881848","https://openalex.org/W4382318192","https://openalex.org/W4382457524","https://openalex.org/W4383200137","https://openalex.org/W4384787981","https://openalex.org/W4386071512","https://openalex.org/W4393147864","https://openalex.org/W6717697761","https://openalex.org/W6736057607","https://openalex.org/W6743661861","https://openalex.org/W6748284727","https://openalex.org/W6752232076","https://openalex.org/W6758126075","https://openalex.org/W6768230505","https://openalex.org/W6770404601","https://openalex.org/W6780205758","https://openalex.org/W6801488762","https://openalex.org/W6838941647","https://openalex.org/W6846205155","https://openalex.org/W6859360253","https://openalex.org/W6860871447","https://openalex.org/W7047381192"],"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/W4298312966","https://openalex.org/W2565656575"],"abstract_inverted_index":{"Few-shot":[0],"learning":[1],"(FSL)":[2],"requires":[3],"vision":[4],"models":[5],"to":[6,9,30,35,41,72,122],"quickly":[7],"adapt":[8],"brand-new":[10],"classification":[11,38,178,189],"tasks":[12],"with":[13,115],"changing":[14],"task":[15,64,136,151],"distributions":[16],"in":[17,61,66,93,149],"the":[18,25,42,55,62,82,99,116,150,153,158,192],"presence":[19],"of":[20,50,101,118,127,194],"limited":[21,48],"annotated":[22],"samples.":[23,52,130],"However,":[24],"learned":[26],"model":[27],"is":[28],"susceptible":[29],"overfitting":[31],"and":[32,139,156,177],"may":[33,70],"fail":[34],"identify":[36],"effective":[37],"boundaries":[39],"due":[40],"biased":[43,76],"distribution":[44,100],"resulting":[45],"from":[46,58,110,146],"a":[47,86,124,135,163],"number":[49,126],"training":[51,129],"Moreover,":[53],"if":[54],"support":[56],"samples":[57,109],"different":[59],"classes":[60,103],"new":[63],"are":[65],"close":[67],"proximity,":[68],"this":[69],"lead":[71],"fuzzy":[73],"or":[74],"even":[75],"class":[77],"decision":[78],"boundaries.":[79],"To":[80],"address":[81],"issues,":[83],"we":[84,97,133],"propose":[85],"generation-based":[87],"Feature":[88],"Transductive":[89],"Distribution":[90],"Optimization":[91],"(FTDO)":[92],"our":[94,195],"research.":[95],"Specifically,":[96],"calibrate":[98],"novel":[102,112],"by":[104],"utilizing":[105],"high-confidence":[106],"unlabeled":[107],"query":[108],"these":[111],"classes,":[113,121],"together":[114],"statistics":[117],"similar":[119],"base":[120],"generate":[123],"sufficient":[125],"virtual":[128],"In":[131],"addition,":[132],"introduce":[134],"commonality":[137,145],"removal":[138],"discriminability":[140],"enhancement":[141],"module,":[142],"which":[143],"eliminates":[144],"all":[147],"features":[148,161],"along":[152],"task-commonality":[154],"direction,":[155],"reinforces":[157],"retained":[159],"discriminative":[160],"through":[162],"channel":[164],"transformation":[165],"function.":[166],"Our":[167],"method":[168],"can":[169],"be":[170],"implemented":[171],"using":[172],"off-the-shelf":[173],"pre-trained":[174],"feature":[175],"extractors":[176],"models,":[179],"without":[180],"requiring":[181],"additional":[182],"parameters.":[183],"Experiments":[184],"conducted":[185],"on":[186],"four":[187],"few-shot":[188],"datasets":[190],"substantiate":[191],"superiority":[193],"proposed":[196],"method.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}