{"id":"https://openalex.org/W7106288794","doi":"https://doi.org/10.48550/arxiv.2511.15218","title":"Efficient Transformer-Integrated Deep Neural Architectures for Robust EEG Decoding of Complex Visual Imagery","display_name":"Efficient Transformer-Integrated Deep Neural Architectures for Robust EEG Decoding of Complex Visual Imagery","publication_year":2025,"publication_date":"2025-11-19","ids":{"openalex":"https://openalex.org/W7106288794","doi":"https://doi.org/10.48550/arxiv.2511.15218"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2511.15218","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2511.15218","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2511.15218","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Kwon, Byoung-Hee","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Kwon, Byoung-Hee","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9926000237464905,"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":0.9926000237464905,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11431","display_name":"Action Observation and Synchronization","score":0.00039999998989515007,"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/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.7455999851226807},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.583299994468689},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5573999881744385},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5315999984741211},{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.49799999594688416},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.49390000104904175},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.47929999232292175},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.45890000462532043}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7681999802589417},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.7455999851226807},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6229000091552734},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.583299994468689},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5573999881744385},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5315999984741211},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.49799999594688416},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4943000078201294},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.49390000104904175},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.47929999232292175},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.45890000462532043},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.3937999904155731},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.37049999833106995},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.3431999981403351},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2980000078678131},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.295199990272522},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27090001106262207},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.26460000872612},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.2540000081062317},{"id":"https://openalex.org/C34413123","wikidata":"https://www.wikidata.org/wiki/Q170978","display_name":"Robotics","level":3,"score":0.25369998812675476},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2511.15218","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2511.15218","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2511.15218","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2511.15218","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,45,106,174],"study":[1,78],"introduces":[2],"a":[3,101,166],"pioneering":[4],"approach":[5,47,158],"in":[6,29,36,119,144,187,197],"brain-computer":[7],"interface":[8],"(BCI)":[9],"technology,":[10],"featuring":[11],"our":[12,30,77,157],"novel":[13],"concept":[14],"of":[15,40,56,74,151,156,180,193],"complex":[16,41,120],"visual":[17,25,75,121,182],"imagery":[18,183],"for":[19,82,130],"non-invasive":[20],"electroencephalography":[21],"(EEG)-based":[22],"communication.":[23],"Complex":[24],"imagery,":[26,76],"as":[27,64],"proposed":[28],"work,":[31],"involves":[32],"the":[33,37,50,54,116,141,148,177,189],"user":[34,113],"engaging":[35],"mental":[38],"visualization":[39],"upper":[42],"limb":[43],"movements.":[44],"innovative":[46],"significantly":[48],"enhances":[49],"BCI":[51,172,194],"system,":[52],"facilitating":[53],"extension":[55],"its":[57],"applications":[58],"to":[59],"more":[60],"sophisticated":[61],"tasks":[62],"such":[63],"EEG-based":[65],"robotic":[66,131,152,198],"arm":[67,132,199],"control.":[68,133],"By":[69],"leveraging":[70],"this":[71],"advanced":[72,91,181],"form":[73],"opens":[79],"new":[80],"horizons":[81],"intricate":[83],"and":[84,123,137,184,191],"intuitive":[85],"mind-controlled":[86],"interfaces.":[87],"We":[88],"developed":[89],"an":[90],"deep":[92,185],"learning":[93,186],"architecture":[94],"that":[95],"integrates":[96],"functional":[97],"connectivity":[98],"metrics":[99],"with":[100],"convolutional":[102],"neural":[103],"network-image":[104],"transformer.":[105],"framework":[107],"is":[108,159],"adept":[109],"at":[110],"decoding":[111],"subtle":[112],"intentions,":[114],"addressing":[115],"spatial":[117],"variability":[118],"tasks,":[122],"effectively":[124],"translating":[125],"these":[126],"into":[127],"precise":[128],"commands":[129],"Our":[134],"comprehensive":[135],"offline":[136],"pseudo-online":[138],"evaluations":[139],"demonstrate":[140],"framework's":[142],"efficacy":[143],"real-time":[145],"applications,":[146],"including":[147],"nuanced":[149],"control":[150],"arms.":[153],"The":[154],"robustness":[155],"further":[160],"validated":[161],"through":[162],"leave-one-subject-out":[163],"cross-validation,":[164],"marking":[165],"significant":[167],"step":[168],"towards":[169],"versatile,":[170],"subject-independent":[171],"applications.":[173],"research":[175],"highlights":[176],"transformative":[178],"impact":[179],"enhancing":[188],"usability":[190],"adaptability":[192],"systems,":[195],"particularly":[196],"manipulation.":[200]},"counts_by_year":[],"updated_date":"2025-11-23T05:13:22.807545","created_date":"2025-11-23T00:00:00"}
