{"id":"https://openalex.org/W4392904780","doi":"https://doi.org/10.1109/icassp48485.2024.10447903","title":"Electroencephalogram Helps Few-Shot Learning","display_name":"Electroencephalogram Helps Few-Shot Learning","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392904780","doi":"https://doi.org/10.1109/icassp48485.2024.10447903"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10447903","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icassp48485.2024.10447903","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/A5055305202","display_name":"Xiaoya Fan","orcid":"https://orcid.org/0000-0002-5002-6968"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoya Fan","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology,Dalian,China","School of Software Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100657640","display_name":"Yuntao Liu","orcid":"https://orcid.org/0000-0003-4033-2133"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuntao Liu","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology,Dalian,China","School of Software Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100435261","display_name":"Zhong Wang","orcid":"https://orcid.org/0000-0001-8399-2575"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong Wang","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology,Dalian,China","School of Software Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"80","issue":null,"first_page":"8015","last_page":"8019"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9966999888420105,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7671229839324951},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.7321168184280396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6997848153114319},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.683987021446228},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6258734464645386},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.5063186883926392},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4692613482475281},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.43808314204216003},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4305817484855652},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3630291819572449},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08660295605659485}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7671229839324951},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.7321168184280396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6997848153114319},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.683987021446228},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6258734464645386},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5063186883926392},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4692613482475281},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.43808314204216003},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4305817484855652},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3630291819572449},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08660295605659485},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10447903","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icassp48485.2024.10447903","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":[{"id":"https://metadata.un.org/sdg/4","score":0.46000000834465027,"display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2096733369","https://openalex.org/W2108598243","https://openalex.org/W2138011018","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2555897561","https://openalex.org/W2591418495","https://openalex.org/W2738724892","https://openalex.org/W2752782242","https://openalex.org/W2952802422","https://openalex.org/W2962723986","https://openalex.org/W2963855931","https://openalex.org/W2964186069","https://openalex.org/W3005680577","https://openalex.org/W3028543194","https://openalex.org/W3106778652","https://openalex.org/W3189329097","https://openalex.org/W4221165931","https://openalex.org/W4318751704","https://openalex.org/W4372343016","https://openalex.org/W4385767765","https://openalex.org/W4386453433","https://openalex.org/W4396613334","https://openalex.org/W6730323794","https://openalex.org/W6748278106","https://openalex.org/W6751281049","https://openalex.org/W6763094690","https://openalex.org/W6774314701","https://openalex.org/W6849272240","https://openalex.org/W6852264780","https://openalex.org/W6917178471"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W2143413548","https://openalex.org/W1969219540","https://openalex.org/W2370459448","https://openalex.org/W2105067402"],"abstract_inverted_index":{"Learning":[0],"to":[1,35,50,124,141],"categorize":[2],"images":[3,76],"with":[4,89,102],"limited":[5],"samples":[6],"is":[7],"a":[8,19,95],"challenge":[9],"for":[10],"machines.":[11],"However,":[12],"humans":[13],"can":[14,37],"easily":[15],"generalize":[16,36],"from":[17,67],"just":[18],"few":[20,96],"examples.":[21],"In":[22],"this":[23,100],"study,":[24],"we":[25,63,84],"propose":[26],"that":[27,92],"the":[28,32,48,60,86,103,125,135],"remarkable":[29],"ability":[30],"of":[31,75,114,120,137],"human":[33],"brain":[34,139],"be":[38],"reflected":[39],"in":[40,118],"electroencephalogram":[41],"(EEG)":[42],"signals.":[43],"These":[44],"EEG-related":[45],"features":[46],"have":[47,93],"potential":[49],"enhance":[51,142],"few-shot":[52,143],"image":[53,87],"classification.":[54],"Our":[55],"novel":[56,90],"two-stage":[57],"approach":[58,101],"involves":[59],"following:":[61],"first,":[62],"learn":[64],"transferable":[65],"knowledge":[66],"large":[68],"labeled":[69],"auxiliary":[70],"sets":[71],"by":[72],"multimodal":[73],"learning":[74],"and":[77,105,116,128],"EEG":[78],"signals":[79,140],"using":[80],"contrastive":[81],"learning.":[82,144],"Then,":[83],"finetune":[85],"encoder":[88],"classes":[91],"only":[94],"samples.":[97],"We":[98],"integrate":[99],"Triplet":[104,127],"ProxyNCA":[106,129],"framework.":[107],"Experimental":[108],"results":[109],"demonstrate":[110],"an":[111],"average":[112],"improvement":[113],"6.1%":[115],"8.5%":[117],"terms":[119],"top-1":[121],"recall":[122],"compared":[123],"original":[126],"methods,":[130],"respectively.":[131],"This":[132],"work":[133],"showcases":[134],"feasibility":[136],"leveraging":[138]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}