{"id":"https://openalex.org/W4386837426","doi":"https://doi.org/10.1007/s10489-023-04994-7","title":"Dual selective knowledge transfer for few-shot classification","display_name":"Dual selective knowledge transfer for few-shot classification","publication_year":2023,"publication_date":"2023-09-18","ids":{"openalex":"https://openalex.org/W4386837426","doi":"https://doi.org/10.1007/s10489-023-04994-7"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-023-04994-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-023-04994-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04994-7.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04994-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Kai He","orcid":"https://orcid.org/0000-0002-6035-7787"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Kai He","raw_affiliation_strings":["LIACS Media Lab, Leiden University, Leiden, Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-6035-7787","affiliations":[{"raw_affiliation_string":"LIACS Media Lab, Leiden University, Leiden, Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049953967","display_name":"Nan Pu","orcid":"https://orcid.org/0000-0002-2179-8301"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Nan Pu","raw_affiliation_strings":["LIACS Media Lab, Leiden University, Leiden, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIACS Media Lab, Leiden University, Leiden, Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102882169","display_name":"Mingrui Lao","orcid":"https://orcid.org/0000-0002-4931-6351"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Mingrui Lao","raw_affiliation_strings":["LIACS Media Lab, Leiden University, Leiden, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIACS Media Lab, Leiden University, Leiden, Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047471651","display_name":"Erwin M. Bakker","orcid":"https://orcid.org/0000-0002-2624-5271"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Erwin M. Bakker","raw_affiliation_strings":["LIACS Media Lab, Leiden University, Leiden, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIACS Media Lab, Leiden University, Leiden, Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107877141","display_name":"Michael S. Lew","orcid":"https://orcid.org/0000-0002-2067-9175"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Michael S. Lew","raw_affiliation_strings":["LIACS Media Lab, Leiden University, Leiden, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIACS Media Lab, Leiden University, Leiden, Netherlands","institution_ids":["https://openalex.org/I121797337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I121797337"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.7931,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.76809476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"53","issue":"22","first_page":"27779","last_page":"27789"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9995999932289124,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9995999932289124,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9961000084877014,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9718000292778015,"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":0.9020610451698303},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6413732171058655},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6159761548042297},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6062598824501038},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5773918032646179},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.534675657749176},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5173089504241943},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5055222511291504},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5016562938690186},{"id":"https://openalex.org/keywords/extractor","display_name":"Extractor","score":0.49606046080589294},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.4907156229019165},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.47166287899017334},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.47110655903816223},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47046196460723877},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.06723654270172119}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9020610451698303},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6413732171058655},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6159761548042297},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6062598824501038},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5773918032646179},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.534675657749176},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5173089504241943},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5055222511291504},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5016562938690186},{"id":"https://openalex.org/C117978034","wikidata":"https://www.wikidata.org/wiki/Q5422192","display_name":"Extractor","level":2,"score":0.49606046080589294},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.4907156229019165},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.47166287899017334},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.47110655903816223},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47046196460723877},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.06723654270172119},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10489-023-04994-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-023-04994-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04994-7.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_4253458","is_oa":true,"landing_page_url":"https://hdl.handle.net/1887/4253458","pdf_url":"https://scholarlypublications.universiteitleiden.nl/access/item%3A4253459/view","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Intelligence","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10489-023-04994-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-023-04994-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04994-7.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8500000238418579,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320929","display_name":"Universiteit Leiden","ror":"https://ror.org/027bh9e22"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386837426.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2786928087","https://openalex.org/W2798271879","https://openalex.org/W2798836702","https://openalex.org/W2963070905","https://openalex.org/W2963943197","https://openalex.org/W2964105864","https://openalex.org/W2972006294","https://openalex.org/W2979689312","https://openalex.org/W2982049331","https://openalex.org/W2988205463","https://openalex.org/W2989980422","https://openalex.org/W3012255272","https://openalex.org/W3013939433","https://openalex.org/W3034312118","https://openalex.org/W3035143213","https://openalex.org/W3094724482","https://openalex.org/W3096805028","https://openalex.org/W3099403624","https://openalex.org/W3108975329","https://openalex.org/W3128632573","https://openalex.org/W3175695077","https://openalex.org/W3176341011","https://openalex.org/W3195219609","https://openalex.org/W3197005357","https://openalex.org/W3202188231","https://openalex.org/W3203266879","https://openalex.org/W3214837056","https://openalex.org/W4200629525","https://openalex.org/W4212932569","https://openalex.org/W4221095578","https://openalex.org/W4226426325","https://openalex.org/W4294646197","https://openalex.org/W4319300032","https://openalex.org/W4386075811"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703","https://openalex.org/W4295705264"],"abstract_inverted_index":{"Abstract":[0],"Few-shot":[1],"learning":[2,27,70],"aims":[3],"at":[4],"recognizing":[5],"novel":[6],"visual":[7],"categories":[8],"from":[9,15,104],"very":[10],"few":[11],"labelled":[12],"examples.":[13],"Different":[14],"the":[16,37,97,105,113],"existing":[17],"few-shot":[18,135],"classification":[19,136],"methods":[20],"that":[21,126],"are":[22],"mainly":[23],"based":[24],"on":[25,35,119,132],"metric":[26],"or":[28],"meta-learning,":[29],"in":[30],"this":[31,44],"work":[32],"we":[33,46,64,86],"focus":[34],"improving":[36,112],"representation":[38,79],"capacity":[39],"of":[40],"feature":[41,75],"extractors.":[42],"For":[43],"purpose,":[45],"propose":[47],"a":[48,74,82],"new":[49],"two-stage":[50],"dual":[51,90],"selective":[52,91],"knowledge":[53,92,103],"transfer":[54],"(DSKT)":[55],"framework,":[56],"to":[57,72,100,117],"guide":[58],"models":[59],"towards":[60],"better":[61],"optimization.":[62],"Specifically,":[63],"first":[65],"exploit":[66],"an":[67,88],"improved":[68],"multi-task":[69],"approach":[71],"train":[73],"extractor":[76],"with":[77],"robust":[78],"capability":[80],"as":[81],"teacher":[83,106],"model.":[84],"Then,":[85],"design":[87],"effective":[89],"distillation":[93],"method,":[94],"which":[95],"enables":[96],"student":[98,114],"model":[99,107],"selectively":[101],"learn":[102],"and":[108],"current":[109],"samples,":[110],"thereby":[111],"model\u2019s":[115],"ability":[116],"generalize":[118],"unseen":[120],"classes.":[121],"Extensive":[122],"experimental":[123],"results":[124],"show":[125],"our":[127],"DSKT":[128],"achieves":[129],"competitive":[130],"performances":[131],"four":[133],"well-known":[134],"benchmarks.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
