{"id":"https://openalex.org/W7130655928","doi":"https://doi.org/10.1142/s0129065726500267","title":"A Lightweight Dual-Attention Neural Network for Robust and Efficient EEG Motor Imagery Decoding","display_name":"A Lightweight Dual-Attention Neural Network for Robust and Efficient EEG Motor Imagery Decoding","publication_year":2026,"publication_date":"2026-02-20","ids":{"openalex":"https://openalex.org/W7130655928","doi":"https://doi.org/10.1142/s0129065726500267","pmid":"https://pubmed.ncbi.nlm.nih.gov/41856938"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065726500267","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065726500267","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101504147","display_name":"Guangying Wang","orcid":"https://orcid.org/0000-0002-6622-3157"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangying Wang","raw_affiliation_strings":["The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-6622-3157","affiliations":[{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079983163","display_name":"Xipeng Song","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xipeng Song","raw_affiliation_strings":["The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0009-0007-4659-1220","affiliations":[{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074520117","display_name":"Lin Jiang","orcid":"https://orcid.org/0000-0002-7892-118X"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Jiang","raw_affiliation_strings":["The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-7892-118X","affiliations":[{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126463420","display_name":"Yulin Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulin Zhang","raw_affiliation_strings":["The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0009-0009-0765-1395","affiliations":[{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125964884","display_name":"Dezhong Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dezhong Yao","raw_affiliation_strings":["Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","School of Electrical Engineering, Zhengzhou University, Zhengzhou 450001, P. R. China","The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-8042-879X","affiliations":[{"raw_affiliation_string":"Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","institution_ids":["https://openalex.org/I200296433"]},{"raw_affiliation_string":"School of Electrical Engineering, Zhengzhou University, Zhengzhou 450001, P. R. China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126488111","display_name":"Jing Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Lu","raw_affiliation_strings":["Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-3519-3055","affiliations":[{"raw_affiliation_string":"Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","institution_ids":["https://openalex.org/I200296433"]},{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119670098","display_name":"Peng Xu","orcid":"https://orcid.org/0009-0004-6198-8195"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I4210161528","display_name":"Qilu Hospital of Shandong University","ror":"https://ror.org/056ef9489","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161528"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Xu","raw_affiliation_strings":["Rehabilitation Center, Qilu Hospital of Shandong University, Jinan 250012, P. R. China","Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0009-0004-6198-8195","affiliations":[{"raw_affiliation_string":"Rehabilitation Center, Qilu Hospital of Shandong University, Jinan 250012, P. R. China","institution_ids":["https://openalex.org/I4210161528"]},{"raw_affiliation_string":"Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","institution_ids":["https://openalex.org/I200296433"]},{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003061872","display_name":"Fali Li","orcid":"https://orcid.org/0000-0002-2450-4591"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Fali Li","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Faculty of Science and Technology, University of Macau Macau, P. R. China","Department of Radiology, Sichuan Provincial People\u2019s Hospital, University of Electronic Science and Technology of China, Chengdu 610054, P. R. China","Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-2450-4591","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Science and Technology, University of Macau Macau, P. R. China","institution_ids":["https://openalex.org/I204512498"]},{"raw_affiliation_string":"Department of Radiology, Sichuan Provincial People\u2019s Hospital, University of Electronic Science and Technology of China, Chengdu 610054, P. R. China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, 2019RU035, Chengdu, P. R. China","institution_ids":["https://openalex.org/I200296433"]},{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20547599,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"07","first_page":"2650026","last_page":"2650026"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9965999722480774,"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":0.9965999722480774,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.0008999999845400453,"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/T10094","display_name":"Epilepsy research and treatment","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.8011999726295471},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6629999876022339},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6044999957084656},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6022999882698059},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5217999815940857},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.5134000182151794},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5095000267028809},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4959000051021576},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.42969998717308044}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8154000043869019},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8011999726295471},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6646000146865845},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6629999876022339},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6044999957084656},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6022999882698059},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5217999815940857},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.5134000182151794},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5095000267028809},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4959000051021576},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.42969998717308044},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41830000281333923},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.40470001101493835},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.4043000042438507},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3986000120639801},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.38679999113082886},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.3767000138759613},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3393999934196472},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.3327000141143799},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.33239999413490295},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.3260999917984009},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3208000063896179},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2854999899864197},{"id":"https://openalex.org/C2983787585","wikidata":"https://www.wikidata.org/wiki/Q93586","display_name":"Feature matching","level":3,"score":0.28220000863075256},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.27869999408721924},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.26750001311302185},{"id":"https://openalex.org/C156872377","wikidata":"https://www.wikidata.org/wiki/Q6786281","display_name":"Matching pursuit","level":3,"score":0.26579999923706055}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009043","descriptor_name":"Motor Activity","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009043","descriptor_name":"Motor Activity","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009043","descriptor_name":"Motor Activity","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065726500267","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065726500267","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:41856938","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41856938","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7626786828041077,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G4679559220","display_name":null,"funder_award_id":"#82372084","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1963616901","https://openalex.org/W1983291852","https://openalex.org/W2006246009","https://openalex.org/W2026169718","https://openalex.org/W2048010724","https://openalex.org/W2096597330","https://openalex.org/W2116308679","https://openalex.org/W2144383914","https://openalex.org/W2168500935","https://openalex.org/W2509382533","https://openalex.org/W2551178936","https://openalex.org/W2559463885","https://openalex.org/W2596500903","https://openalex.org/W2702116941","https://openalex.org/W2726468696","https://openalex.org/W2741907166","https://openalex.org/W2752132134","https://openalex.org/W2884585870","https://openalex.org/W2894424125","https://openalex.org/W2896120927","https://openalex.org/W2900365291","https://openalex.org/W2900786131","https://openalex.org/W2905915376","https://openalex.org/W2955714720","https://openalex.org/W2960170118","https://openalex.org/W2963727766","https://openalex.org/W2972300160","https://openalex.org/W2986650563","https://openalex.org/W2986984881","https://openalex.org/W3006314847","https://openalex.org/W3034552520","https://openalex.org/W3047208690","https://openalex.org/W3080798910","https://openalex.org/W3099026523","https://openalex.org/W3208697304","https://openalex.org/W3209603352","https://openalex.org/W4205491889","https://openalex.org/W4205512712","https://openalex.org/W4283070704","https://openalex.org/W4289538860","https://openalex.org/W4307815351","https://openalex.org/W4312597583","https://openalex.org/W4368341067","https://openalex.org/W4379055511","https://openalex.org/W4379617038","https://openalex.org/W4385856925","https://openalex.org/W4399377402","https://openalex.org/W4402037270","https://openalex.org/W4402685241","https://openalex.org/W4407818050","https://openalex.org/W4414556348"],"related_works":[],"abstract_inverted_index":{"Motor":[0],"imagery-based":[1],"brain-computer":[2],"interface":[3],"(MI-BCI)":[4],"faces":[5],"a":[6,17,22,38,43,165],"critical":[7],"challenge":[8],"in":[9],"achieving":[10],"effective":[11],"spatial-temporal":[12,152],"feature":[13],"modeling":[14],"while":[15],"maintaining":[16],"compact":[18,84],"model":[19,24],"parameterization.":[20],"Herein,":[21],"lightweight":[23],"was":[25],"proposed,":[26],"termed":[27],"as":[28,171],"Dual-Attention-EEGNet":[29],"(DA-EEGNet),":[30],"which":[31],"extends":[32],"the":[33,79,125,129],"EEGNet":[34],"backbone":[35],"by":[36],"integrating":[37],"channel":[39,130],"attention":[40,45,133,141],"module":[41,46],"and":[42,52,62,71,94,103,131,143,169,174],"depth":[44,132],"to":[47,77],"selectively":[48],"emphasize":[49],"informative":[50],"electrodes":[51],"temporally":[53],"discriminative":[54],"features.":[55],"Two":[56],"widely":[57],"used":[58],"MI":[59],"benchmark":[60],"datasets":[61],"three":[63],"evaluation":[64],"strategies,":[65],"i.e.":[66],"subject-dependent":[67],"scenario,":[68,70,74],"subject-independent":[69],"dataset-independent":[72],"classification":[73,97],"were":[75],"utilized":[76],"verify":[78],"model's":[80],"performance.":[81],"Despite":[82],"its":[83],"design,":[85],"DA-EEGNet":[86,148,163],"contains":[87],"merely":[88],"3.97[Formula:":[89],"see":[90,101,105],"text]k":[91],"trainable":[92],"parameters":[93],"achieves":[95],"average":[96],"accuracies":[98],"of":[99,128],"[Formula:":[100,104],"text]":[102],"text],":[106],"outperforming":[107],"or":[108],"matching":[109],"existing":[110],"deep":[111],"learning":[112],"approaches":[113],"that":[114,147,162],"rely":[115],"on":[116],"substantially":[117],"larger":[118],"parameter":[119],"counts.":[120],"Ablation":[121],"studies":[122],"further":[123],"confirm":[124],"complementary":[126],"contributions":[127],"modules.":[134],"In":[135],"addition,":[136],"visualization":[137],"analyses,":[138],"including":[139],"temporal":[140],"heatmaps":[142],"motor-area":[144],"topographies,":[145],"demonstrate":[146],"captures":[149],"neurophysiologically":[150],"meaningful":[151],"patterns":[153],"consistent":[154],"with":[155],"MI-related":[156],"brain":[157],"activity.":[158],"These":[159],"results":[160],"indicate":[161],"provides":[164],"favorable":[166],"parameter-accuracy":[167],"trade-off":[168],"serves":[170],"an":[172],"efficient":[173],"interpretable":[175],"baseline":[176],"for":[177],"MI-BCI":[178],"applications.":[179]},"counts_by_year":[],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2026-02-20T00:00:00"}