{"id":"https://openalex.org/W4414646987","doi":"https://doi.org/10.1109/access.2025.3616066","title":"ViEMGT: A Novel Transformer Architecture for Enhanced Hand Gesture Recognition from HD-sEMG in Individuals with Traumatic Brain Injury","display_name":"ViEMGT: A Novel Transformer Architecture for Enhanced Hand Gesture Recognition from HD-sEMG in Individuals with Traumatic Brain Injury","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414646987","doi":"https://doi.org/10.1109/access.2025.3616066"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3616066","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3616066","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3616066","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119774885","display_name":"Saman Doostkam","orcid":null},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Saman Doostkam","raw_affiliation_strings":["CSE &#x0026; IT Dept., Electrical and Computer Engineering Faculty, Biomedical Engineering Group, Shiraz University, Iran"],"affiliations":[{"raw_affiliation_string":"CSE &#x0026; IT Dept., Electrical and Computer Engineering Faculty, Biomedical Engineering Group, Shiraz University, Iran","institution_ids":["https://openalex.org/I166459259"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079098947","display_name":"Reza Boostani","orcid":"https://orcid.org/0000-0003-0055-4452"},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Reza Boostani","raw_affiliation_strings":["CSE &#x0026; IT Dept., Electrical and Computer Engineering Faculty, Biomedical Engineering Group, Shiraz University, Iran"],"affiliations":[{"raw_affiliation_string":"CSE &#x0026; IT Dept., Electrical and Computer Engineering Faculty, Biomedical Engineering Group, Shiraz University, Iran","institution_ids":["https://openalex.org/I166459259"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022626645","display_name":"Zohreh Azimifar","orcid":"https://orcid.org/0000-0002-1859-9926"},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Zohreh Azimifar","raw_affiliation_strings":["CSE &#x0026; IT Dept., Electrical and Computer Engineering Faculty, Biomedical Engineering Group, Shiraz University, Iran"],"affiliations":[{"raw_affiliation_string":"CSE &#x0026; IT Dept., Electrical and Computer Engineering Faculty, Biomedical Engineering Group, Shiraz University, Iran","institution_ids":["https://openalex.org/I166459259"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5119774885"],"corresponding_institution_ids":["https://openalex.org/I166459259"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28173005,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9745000004768372,"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":0.9745000004768372,"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9537000060081482,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.8356000185012817},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.6485999822616577},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6104000210762024},{"id":"https://openalex.org/keywords/traumatic-brain-injury","display_name":"Traumatic brain injury","score":0.6078000068664551},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.5838000178337097},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.4860000014305115}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8356000185012817},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7473000288009644},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.6485999822616577},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6104000210762024},{"id":"https://openalex.org/C2781017439","wikidata":"https://www.wikidata.org/wiki/Q1995526","display_name":"Traumatic brain injury","level":2,"score":0.6078000068664551},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.5838000178337097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5503000020980835},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.4860000014305115},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.44119998812675476},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4142000079154968},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.38269999623298645},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34869998693466187},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3206999897956848},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.29170000553131104},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2694000005722046},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2538999915122986},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3616066","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3616066","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e7fdb8339a3f4960ab09122b1b33baf9","is_oa":true,"landing_page_url":"https://doaj.org/article/e7fdb8339a3f4960ab09122b1b33baf9","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 171009-171024 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3616066","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3616066","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-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],"paper":[1],"proposes":[2],"introduces":[3],"the":[4,62],"Vision-EMG":[5],"Transformer":[6],"(ViEMGT),":[7],"a":[8,48,65,69],"novel":[9],"deep":[10],"learning":[11],"architecture":[12],"designed":[13],"for":[14,101,106],"hand":[15],"gesture":[16,52,95],"recognition":[17],"using":[18,59],"high-density":[19],"surface":[20],"electromyography":[21],"(HD-sEMG)":[22],"in":[23,85,127],"individuals":[24,56],"with":[25,57,97],"traumatic":[26],"brain":[27],"injury":[28],"(TBI).":[29],"ViEMGT":[30],"reformulates":[31],"multichannel":[32],"EMG":[33],"signals":[34],"into":[35,117],"structured":[36],"spatio-temporal":[37],"patches,":[38],"enabling":[39],"attention":[40],"mechanisms":[41],"to":[42,83],"capture":[43],"intricate":[44],"neuromuscular":[45,118],"patterns.":[46],"On":[47],"dataset":[49],"of":[50,72,99],"22":[51],"classes":[53],"from":[54],"12":[55],"TBI":[58],"56":[60],"electrodes,":[61],"model":[63],"achieved":[64],"95.2%":[66],"accuracy":[67,86],"and":[68,78,87,104,113,132],"macro-averaged":[70],"F1-score":[71],"95.1%,":[73],"surpassing":[74],"CNN-LSTM,":[75],"1D-CNN,":[76],"LSTM,":[77],"SVM":[79],"baselines":[80],"by":[81],"up":[82],"12%":[84],"F1-score.":[88],"The":[89],"approach":[90],"demonstrated":[91],"robust":[92],"performance":[93],"across":[94],"types,":[96],"F1-scores":[98],"0.955":[100],"grip":[102],"patterns":[103],"0.930":[105],"finger":[107],"movements.":[108],"Attention-based":[109],"modeling":[110],"enhanced":[111],"interpretability":[112],"provided":[114],"valuable":[115],"insights":[116],"control.":[119],"Data":[120],"augmentation":[121],"improved":[122],"robustness,":[123],"supporting":[124],"ViEMGT\u2019s":[125],"application":[126],"real-world":[128],"rehabilitation,":[129],"prosthetic":[130],"systems,":[131],"adaptive":[133],"human-computer":[134],"interfaces.":[135]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
