{"id":"https://openalex.org/W4415778456","doi":"https://doi.org/10.1007/s10916-025-02277-x","title":"Virtual Reality (VR) Paradigm-Agnostic Motor Imagery Decoding Using Lightweight Network With Adaptive Attention Mechanism","display_name":"Virtual Reality (VR) Paradigm-Agnostic Motor Imagery Decoding Using Lightweight Network With Adaptive Attention Mechanism","publication_year":2025,"publication_date":"2025-11-03","ids":{"openalex":"https://openalex.org/W4415778456","doi":"https://doi.org/10.1007/s10916-025-02277-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/41177816"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-025-02277-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-025-02277-x","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical 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/A5006717122","display_name":"Rongrong Fu","orcid":"https://orcid.org/0000-0003-0350-7619"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]},{"id":"https://openalex.org/I134687103","display_name":"Nanjing Tech University","ror":"https://ror.org/03sd35x91","country_code":"CN","type":"education","lineage":["https://openalex.org/I134687103"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rongrong Fu","raw_affiliation_strings":["Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China. frr1102@ysu.edu.cn","State Key Laboratory for Novel Software Technology, Nanjing University, P.R. Nanjing, 210023, China. frr1102@ysu.edu.cn","State Key Laboratory for Novel Software Technology, Nanjing University, P.R. Nanjing, 210023, China","Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China"],"affiliations":[{"raw_affiliation_string":"Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China. frr1102@ysu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University, P.R. Nanjing, 210023, China. frr1102@ysu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University, P.R. Nanjing, 210023, China","institution_ids":["https://openalex.org/I881766915","https://openalex.org/I134687103"]},{"raw_affiliation_string":"Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086000078","display_name":"Yang Liu","orcid":"https://orcid.org/0000-0002-3087-242X"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Liu","raw_affiliation_strings":["Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China. ly01@stumail.ysu.edu.cn","Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China"],"affiliations":[{"raw_affiliation_string":"Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China. ly01@stumail.ysu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100629715","display_name":"Zeyi Wang","orcid":"https://orcid.org/0009-0000-6436-1559"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyi Wang","raw_affiliation_strings":["Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China. zywang110428@163.com","Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China"],"affiliations":[{"raw_affiliation_string":"Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China. zywang110428@163.com","institution_ids":[]},{"raw_affiliation_string":"Measurement Technology and Instrumentation Key Lab of Hebei Province, Yanshan University, 066004, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048378834","display_name":"Zhenhu Liang","orcid":"https://orcid.org/0000-0002-2467-9877"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhenhu Liang","raw_affiliation_strings":["Key Lab of Intelligent Rehabilitation and Neuromodulation, Yanshan University, Qinhuangdao, Hebei Province, 066004, China. zhl@ysu.edu.cn","Key Lab of Intelligent Rehabilitation and Neuromodulation, Yanshan University, Qinhuangdao, Hebei Province, 066004, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Intelligent Rehabilitation and Neuromodulation, Yanshan University, Qinhuangdao, Hebei Province, 066004, China. zhl@ysu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"Key Lab of Intelligent Rehabilitation and Neuromodulation, Yanshan University, Qinhuangdao, Hebei Province, 066004, China","institution_ids":["https://openalex.org/I39333907"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5006717122","https://openalex.org/A5048378834"],"corresponding_institution_ids":["https://openalex.org/I134687103","https://openalex.org/I39333907","https://openalex.org/I881766915"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31280522,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"49","issue":"1","first_page":"152","last_page":"152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.993399977684021,"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":0.993399977684021,"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11431","display_name":"Action Observation and Synchronization","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.732699990272522},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.7102000117301941},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.6866000294685364},{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.6704000234603882},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6611999869346619},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.5952000021934509},{"id":"https://openalex.org/keywords/neurorehabilitation","display_name":"Neurorehabilitation","score":0.4124000072479248},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.3400000035762787}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8201000094413757},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.732699990272522},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.7102000117301941},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.6866000294685364},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.6704000234603882},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6611999869346619},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.5952000021934509},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5105999708175659},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.47929999232292175},{"id":"https://openalex.org/C47177892","wikidata":"https://www.wikidata.org/wiki/Q3510101","display_name":"Neurorehabilitation","level":3,"score":0.4124000072479248},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3188999891281128},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.3082999885082245},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3000999987125397},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.29330000281333923},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.2865999937057495},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.28540000319480896},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.2752000093460083},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2614000141620636},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.25940001010894775},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.25679999589920044}],"mesh":[{"descriptor_ui":"D000076142","descriptor_name":"Virtual Reality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076142","descriptor_name":"Virtual Reality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","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":"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":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"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:10.1007/s10916-025-02277-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-025-02277-x","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:41177816","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41177816","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":"Journal of medical systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8361779072","display_name":null,"funder_award_id":"62073282","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8397459290","display_name":null,"funder_award_id":"F2022203092","funder_id":"https://openalex.org/F4320322163","funder_display_name":"Natural Science Foundation of Hebei Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322163","display_name":"Natural Science Foundation of Hebei Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1902237438","https://openalex.org/W1978536610","https://openalex.org/W2070199076","https://openalex.org/W2136794114","https://openalex.org/W2151669316","https://openalex.org/W2171079219","https://openalex.org/W2172123890","https://openalex.org/W2220785624","https://openalex.org/W2557301950","https://openalex.org/W2559463885","https://openalex.org/W2785888656","https://openalex.org/W2796391149","https://openalex.org/W2885274413","https://openalex.org/W2912885887","https://openalex.org/W2963260202","https://openalex.org/W2995996555","https://openalex.org/W2999214889","https://openalex.org/W3011429775","https://openalex.org/W3087480840","https://openalex.org/W3177318507","https://openalex.org/W3186844663","https://openalex.org/W4200025619","https://openalex.org/W4206297651","https://openalex.org/W4220782972","https://openalex.org/W4229068725","https://openalex.org/W4285798897","https://openalex.org/W4297457042","https://openalex.org/W4300942166","https://openalex.org/W4310722058","https://openalex.org/W4319998193","https://openalex.org/W4323795575","https://openalex.org/W4376866795","https://openalex.org/W4384080487","https://openalex.org/W4386906362","https://openalex.org/W4390640073","https://openalex.org/W4390968699","https://openalex.org/W4396673544","https://openalex.org/W4396680571","https://openalex.org/W4399039289","https://openalex.org/W4404639001","https://openalex.org/W4409986412","https://openalex.org/W4410007043","https://openalex.org/W4411729536"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-11-03T00:00:00"}
