{"id":"https://openalex.org/W4400958457","doi":"https://doi.org/10.1007/s40747-024-01546-5","title":"nHi-SEGA: n-Hierarchy SEmantic Guided Attention for few-shot learning","display_name":"nHi-SEGA: n-Hierarchy SEmantic Guided Attention for few-shot learning","publication_year":2024,"publication_date":"2024-07-24","ids":{"openalex":"https://openalex.org/W4400958457","doi":"https://doi.org/10.1007/s40747-024-01546-5"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01546-5","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01546-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01546-5.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01546-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089592676","display_name":"Xinpan Yuan","orcid":"https://orcid.org/0000-0001-9509-0755"},"institutions":[{"id":"https://openalex.org/I49934816","display_name":"Hunan University of Technology","ror":"https://ror.org/04j3vr751","country_code":"CN","type":"education","lineage":["https://openalex.org/I49934816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinpan Yuan","raw_affiliation_strings":["College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I49934816"]},{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I49934816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013606651","display_name":"Shaojun Xie","orcid":"https://orcid.org/0000-0002-6043-7525"},"institutions":[{"id":"https://openalex.org/I49934816","display_name":"Hunan University of Technology","ror":"https://ror.org/04j3vr751","country_code":"CN","type":"education","lineage":["https://openalex.org/I49934816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojun Xie","raw_affiliation_strings":["College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I49934816"]},{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I49934816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003103323","display_name":"Zhigao Zeng","orcid":"https://orcid.org/0000-0002-0053-3021"},"institutions":[{"id":"https://openalex.org/I49934816","display_name":"Hunan University of Technology","ror":"https://ror.org/04j3vr751","country_code":"CN","type":"education","lineage":["https://openalex.org/I49934816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhigao Zeng","raw_affiliation_strings":["College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I49934816"]},{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I49934816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029688473","display_name":"Changyun Li","orcid":"https://orcid.org/0000-0002-3959-0680"},"institutions":[{"id":"https://openalex.org/I49934816","display_name":"Hunan University of Technology","ror":"https://ror.org/04j3vr751","country_code":"CN","type":"education","lineage":["https://openalex.org/I49934816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changyun Li","raw_affiliation_strings":["College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I49934816"]},{"raw_affiliation_string":"College of Computer Science, Hunan University of Technology, Taishan Road 88, Zhuzhou, 412007, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I49934816"]}]},{"author_position":"last","author":{"id":null,"display_name":"Luda Wang","orcid":"https://orcid.org/0009-0007-0797-9476"},"institutions":[{"id":"https://openalex.org/I43081956","display_name":"Xiangnan University","ror":"https://ror.org/05by9mg64","country_code":"CN","type":"education","lineage":["https://openalex.org/I43081956"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Luda Wang","raw_affiliation_strings":["School of Computer and Artificial Intelligence, Xiangnan University, Chenzhou Road 889, Chenzhou, 423300, Hunan, People\u2019s Republic of China","School of Computer and Artificial Intelligence, Xiangnan University, Chenzhou Road 889, Chenzhou, 423300, Hunan, People's Republic of China"],"raw_orcid":"https://orcid.org/0009-0007-0797-9476","affiliations":[{"raw_affiliation_string":"School of Computer and Artificial Intelligence, Xiangnan University, Chenzhou Road 889, Chenzhou, 423300, Hunan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I43081956"]},{"raw_affiliation_string":"School of Computer and Artificial Intelligence, Xiangnan University, Chenzhou Road 889, Chenzhou, 423300, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I43081956"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I43081956"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.3311,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.63970807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"10","issue":"6","first_page":"7577","last_page":"7589"},"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":0.9998000264167786,"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":0.9998000264167786,"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":0.9990000128746033,"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":0.9973999857902527,"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/hierarchy","display_name":"Hierarchy","score":0.8137121796607971},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.770666778087616},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5437929630279541},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49877095222473145},{"id":"https://openalex.org/keywords/class-hierarchy","display_name":"Class hierarchy","score":0.4273565709590912},{"id":"https://openalex.org/keywords/business-intelligence","display_name":"Business intelligence","score":0.42207539081573486},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4132676422595978},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.359366774559021},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.24210131168365479},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.09520912170410156}],"concepts":[{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.8137121796607971},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.770666778087616},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5437929630279541},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49877095222473145},{"id":"https://openalex.org/C2781289151","wikidata":"https://www.wikidata.org/wiki/Q2903989","display_name":"Class hierarchy","level":3,"score":0.4273565709590912},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.42207539081573486},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4132676422595978},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.359366774559021},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.24210131168365479},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09520912170410156},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C73752529","wikidata":"https://www.wikidata.org/wiki/Q79872","display_name":"Object-oriented programming","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01546-5","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01546-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01546-5.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:42784788559b4f15a4e4349d354504b0","is_oa":true,"landing_page_url":"https://doaj.org/article/42784788559b4f15a4e4349d354504b0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 10, Iss 6, Pp 7577-7589 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01546-5","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01546-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01546-5.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6899999976158142}],"awards":[{"id":"https://openalex.org/G24937704","display_name":null,"funder_award_id":"22B0559","funder_id":"https://openalex.org/F4320333642","funder_display_name":"Scientific Research Foundation of Hunan Provincial Education Department"},{"id":"https://openalex.org/G4262732214","display_name":null,"funder_award_id":"2022JJ50051","funder_id":"https://openalex.org/F4320333642","funder_display_name":"Scientific Research Foundation of Hunan Provincial Education Department"},{"id":"https://openalex.org/G455668945","display_name":null,"funder_award_id":"21C0439","funder_id":"https://openalex.org/F4320333642","funder_display_name":"Scientific Research Foundation of Hunan Provincial Education Department"},{"id":"https://openalex.org/G4770605057","display_name":null,"funder_award_id":"2022JJ30231","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G7408587003","display_name":null,"funder_award_id":"21A0350","funder_id":"https://openalex.org/F4320333642","funder_display_name":"Scientific Research Foundation of Hunan Provincial Education Department"}],"funders":[{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320333642","display_name":"Scientific Research Foundation of Hunan Provincial Education Department","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400958457.pdf","grobid_xml":"https://content.openalex.org/works/W4400958457.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2081580037","https://openalex.org/W2142192571","https://openalex.org/W2171061940","https://openalex.org/W2194775991","https://openalex.org/W2250539671","https://openalex.org/W2398118205","https://openalex.org/W2891897806","https://openalex.org/W2895416001","https://openalex.org/W2948171095","https://openalex.org/W2963283377","https://openalex.org/W2964350391","https://openalex.org/W2966262636","https://openalex.org/W2967957126","https://openalex.org/W2982247743","https://openalex.org/W2983166023","https://openalex.org/W3012255272","https://openalex.org/W3030509278","https://openalex.org/W3034312118","https://openalex.org/W3035690777","https://openalex.org/W3037140664","https://openalex.org/W3037978728","https://openalex.org/W3146079624","https://openalex.org/W3182874523","https://openalex.org/W3211737808","https://openalex.org/W4283578180","https://openalex.org/W4312904550"],"related_works":["https://openalex.org/W2365264209","https://openalex.org/W962203960","https://openalex.org/W2079027950","https://openalex.org/W2357813254","https://openalex.org/W1971029554","https://openalex.org/W4388185001","https://openalex.org/W3109698684","https://openalex.org/W4229654425","https://openalex.org/W2051901529","https://openalex.org/W1541135463"],"abstract_inverted_index":{"Abstract":[0],"Humans":[1,41],"excel":[2],"at":[3],"learning":[4,26,39,55],"and":[5,56,80,90,112,115],"recognizing":[6],"objects,":[7],"swiftly":[8],"adapting":[9],"to":[10,53,77,83,119,131],"new":[11],"concepts":[12],"with":[13,79,128],"just":[14],"a":[15,43,61],"few":[16],"samples.":[17],"However,":[18],"current":[19],"studies":[20],"in":[21,33,94],"computer":[22],"vision":[23],"on":[24,50],"few-shot":[25],"have":[27],"not":[28],"yet":[29],"achieved":[30],"human":[31,104],"performance":[32],"integrating":[34],"prior":[35],"knowledge":[36],"during":[37],"the":[38,75,95],"process.":[40],"utilize":[42],"hierarchical":[44,121],"structure":[45],"of":[46,86],"object":[47],"categories":[48],"based":[49],"past":[51],"experiences":[52],"facilitate":[54],"classification.":[57],"Therefore,":[58],"we":[59],"propose":[60],"method":[62],"named":[63],"n-Hierarchy":[64],"SEmantic":[65],"Guided":[66],"Attention":[67],"(nHi-SEGA)":[68],"that":[69],"acquires":[70],"abstract":[71],"superclasses.":[72],"This":[73],"allows":[74],"model":[76],"associate":[78],"pay":[81],"attention":[82],"different":[84],"levels":[85],"objects":[87],"utilizing":[88],"semantics":[89],"visual":[91,129],"features":[92,130],"embedded":[93],"class":[96],"hierarchy":[97],"(e.g.,":[98],"house":[99],"finch-bird-animal,":[100],"goldfish-fish-animal,":[101],"rose-flower-plant),":[102],"resembling":[103],"cognition.":[105],"We":[106],"constructed":[107],"an":[108],"nHi-Tree":[109],"using":[110],"WordNet":[111],"Glove":[113],"tools":[114],"devised":[116],"two":[117],"methods":[118],"extract":[120],"semantic":[122],"features,":[123],"which":[124],"were":[125],"then":[126],"fused":[127],"improve":[132],"sample":[133],"feature":[134],"prototypes.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-10T06:02:16.177343","created_date":"2025-10-10T00:00:00"}
