{"id":"https://openalex.org/W4402353486","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651226","title":"CASTNet: Cycle-Consistent Attention-based Network for Decoding Open/Close Hand Movement Attempts using EEG","display_name":"CASTNet: Cycle-Consistent Attention-based Network for Decoding Open/Close Hand Movement Attempts using EEG","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402353486","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651226"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10651226","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10651226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","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/A5085421028","display_name":"H.W. Ng","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Han Wei Ng","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036437730","display_name":"Kavitha P. Thomas","orcid":"https://orcid.org/0000-0002-8134-2242"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Kavitha Thomas","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075333146","display_name":"Neethu Robinson","orcid":"https://orcid.org/0000-0001-8531-2940"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Neethu Robinson","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015569198","display_name":"Aung Aung Phyo Wai","orcid":"https://orcid.org/0000-0002-5734-5689"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Aung Aung Phyo Wai","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114223402","display_name":"Leran Jenny Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Leran Jenny Liang","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107098763","display_name":"Nishka Khendry","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Nishka Khendry","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068520773","display_name":"Aarthy Nagarajan","orcid":"https://orcid.org/0000-0003-4649-060X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Aarthy Nagarajan","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031778999","display_name":"Cuntai Guan","orcid":"https://orcid.org/0000-0002-0872-3276"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Cuntai Guan","raw_affiliation_strings":["Nanyang Technological University,Faculty of Computer Science and Engineering,639798"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Faculty of Computer Science and Engineering,639798","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5085421028"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.3608,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.59384756,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9794999957084656,"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/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.9764000177383423,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7731915712356567},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7644467949867249},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6899845004081726},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.6702121496200562},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.47031915187835693},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3910021185874939},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19633489847183228},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1613331139087677},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.14769092202186584}],"concepts":[{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7731915712356567},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7644467949867249},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6899845004081726},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.6702121496200562},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.47031915187835693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3910021185874939},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19633489847183228},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1613331139087677},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.14769092202186584},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10651226","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10651226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1519624859","https://openalex.org/W1541876825","https://openalex.org/W1966622581","https://openalex.org/W1968417898","https://openalex.org/W2034242467","https://openalex.org/W2038317579","https://openalex.org/W2050832787","https://openalex.org/W2055903898","https://openalex.org/W2079589941","https://openalex.org/W2119163516","https://openalex.org/W2197723530","https://openalex.org/W2327724441","https://openalex.org/W2346898728","https://openalex.org/W2549139847","https://openalex.org/W2559463885","https://openalex.org/W2611482981","https://openalex.org/W2741907166","https://openalex.org/W2769043698","https://openalex.org/W2912885887","https://openalex.org/W2944275137","https://openalex.org/W2948669902","https://openalex.org/W2962793481","https://openalex.org/W3009180679","https://openalex.org/W3015539323","https://openalex.org/W3092342532","https://openalex.org/W3092388469","https://openalex.org/W3102455230","https://openalex.org/W3115305254","https://openalex.org/W3127935830","https://openalex.org/W3163842339","https://openalex.org/W3167319107","https://openalex.org/W3178586369","https://openalex.org/W3202807441","https://openalex.org/W3211744929","https://openalex.org/W4200147180","https://openalex.org/W4200254899","https://openalex.org/W4221022811","https://openalex.org/W4283709363","https://openalex.org/W4300942166","https://openalex.org/W4368232928","https://openalex.org/W4385245566","https://openalex.org/W4389317835","https://openalex.org/W4390640393","https://openalex.org/W6638667902"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W3203142394","https://openalex.org/W4233722919","https://openalex.org/W4323929055"],"abstract_inverted_index":{"Electroencephalogram":[0],"based":[1,149],"Brain-Computer":[2],"Interface":[3],"(EEG-BCI)":[4],"employing":[5],"motor":[6,168],"Execution":[7],"or":[8],"imagery":[9],"paradigms":[10],"generally":[11],"employs":[12],"combination":[13],"of":[14,67,89,145,152,181,210],"multiple":[15,34,124],"limbs":[16],"namely":[17],"right":[18,154,220],"hand,":[19],"left":[20],"hand":[21,216],"and":[22,39,48,76,101],"foot":[23],"to":[24,161,176],"establish":[25],"distinct":[26,38],"control":[27,49],"tasks.":[28],"The":[29,94,156,170,202,222],"generated":[30],"neuronal":[31],"patterns":[32],"by":[33],"limb":[35,70,125],"activity":[36],"are":[37],"have":[40],"been":[41],"offering":[42],"promising":[43],"impact":[44],"on":[45,87],"BCI-based":[46],"rehabilitation":[47],"applications":[50],"for":[51,57,82,114,116,123,142],"decades.":[52],"However,":[53],"a":[54,68,130,199,207],"huge":[55],"challenge":[56],"present":[58],"BCI":[59],"decoding":[60,64,183],"systems":[61],"lie":[62],"in":[63,198,228,231],"finer":[65],"actions":[66],"single":[69],"such":[71],"as":[72,136],"opening,":[73],"closing,":[74],"flexion":[75],"extension":[77],"which":[78,120],"is":[79,133,186,204],"highly":[80,91],"difficult":[81],"most":[83],"present-day":[84],"neural":[85],"networks,":[86],"account":[88],"the":[90,106,111,143,153,167,178,190,194],"overlapping":[92],"brain-activations.":[93],"inherent":[95],"high":[96,226],"noise-to-signal":[97],"ratio,":[98],"inter-subject":[99],"variability":[100,103],"intra-subject":[102],"associated":[104,165],"with":[105,166],"collected":[107],"EEG":[108,150,182],"signals":[109,151],"makes":[110],"task":[112],"challenging":[113],"even":[115],"deep":[117],"learning":[118],"networks":[119],"perform":[121],"efficiently":[122],"decoding.":[126],"In":[127],"this":[128],"work,":[129],"novel":[131],"network":[132,157,171,203,224],"introduced,":[134],"named":[135],"Cycle-consistent":[137],"Attention-based":[138],"Spatio-Temporal":[139],"Network":[140],"(CASTNet),":[141],"purposes":[144],"classifying":[146],"open/close":[147],"attempt":[148],"hand.":[155,221],"uses":[158],"spatio-temporal":[159],"filters":[160],"extract":[162],"distinguishable":[163],"features":[164],"attempts.":[169],"further":[172],"utilizes":[173],"transformer":[174],"layers":[175],"capture":[177],"long-term":[179],"dependencies":[180],"network.":[184],"Cycle-consistency":[185],"then":[187],"applied":[188],"towards":[189],"target":[191],"data":[192,230],"against":[193],"remaining":[195],"training":[196],"set":[197],"subject-dependent":[200],"setting.":[201],"validated":[205],"upon":[206],"dataset":[208],"comprising":[209],"50":[211],"subjects":[212],"performing":[213],"open":[214],"close":[215],"movement":[217],"attempts":[218],"using":[219],"proposed":[223],"shows":[225],"efficacy":[227],"utilizing":[229],"model":[232],"adaptation":[233],"scenarios.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}