{"id":"https://openalex.org/W3207526834","doi":"https://doi.org/10.1109/icassp43922.2022.9746174","title":"Hand Gesture Recognition Using Temporal Convolutions and Attention Mechanism","display_name":"Hand Gesture Recognition Using Temporal Convolutions and Attention Mechanism","publication_year":2022,"publication_date":"2022-04-27","ids":{"openalex":"https://openalex.org/W3207526834","doi":"https://doi.org/10.1109/icassp43922.2022.9746174","mag":"3207526834"},"language":"en","primary_location":{"id":"doi:10.1109/icassp43922.2022.9746174","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp43922.2022.9746174","pdf_url":null,"source":{"id":"https://openalex.org/S4363607702","display_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5045542279","display_name":"Elahe Rahimian","orcid":null},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Elahe Rahimian","raw_affiliation_strings":["Concordia University,Concordia Institute for Information System Engineering,Montreal,QC,Canada","Concordia Institute for Information System Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Concordia Institute for Information System Engineering,Montreal,QC,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia Institute for Information System Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074844055","display_name":"Soheil Zabihi","orcid":null},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Soheil Zabihi","raw_affiliation_strings":["Concordia University,Electrical and Computer Engineering,Montreal,QC,Canada","Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Electrical and Computer Engineering,Montreal,QC,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059155086","display_name":"Amir Asif","orcid":"https://orcid.org/0000-0002-9393-7112"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Amir Asif","raw_affiliation_strings":["Concordia University,Electrical and Computer Engineering,Montreal,QC,Canada","Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Electrical and Computer Engineering,Montreal,QC,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065669889","display_name":"Dario Farina","orcid":"https://orcid.org/0000-0002-7883-2697"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dario Farina","raw_affiliation_strings":["Imperial College London,Department of Bioengineering,London,UK","Department of Bioengineering, Imperial College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London,Department of Bioengineering,London,UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Bioengineering, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057991229","display_name":"S. Farokh Atashzar","orcid":"https://orcid.org/0000-0001-8495-8440"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Farokh Atashzar","raw_affiliation_strings":["New York University,Electrical & Computer Engineering, Mechanical & Aerospace Engineering,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New York University,Electrical & Computer Engineering, Mechanical & Aerospace Engineering,USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058253407","display_name":"Arash Mohammadi","orcid":"https://orcid.org/0000-0003-1972-7923"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Arash Mohammadi","raw_affiliation_strings":["Concordia University,Concordia Institute for Information System Engineering,Montreal,QC,Canada","Concordia Institute for Information System Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Concordia Institute for Information System Engineering,Montreal,QC,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia Institute for Information System Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.7826,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.98826464,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1196","last_page":"1200"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9975000023841858,"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/gesture","display_name":"Gesture","score":0.811704158782959},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7753846645355225},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6998450756072998},{"id":"https://openalex.org/keywords/biosignal","display_name":"Biosignal","score":0.6447239518165588},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.6238149404525757},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5355774164199829},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5210004448890686},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4736774265766144},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.45656877756118774},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44173580408096313},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.43010973930358887},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.27631378173828125},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12243789434432983}],"concepts":[{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.811704158782959},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7753846645355225},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6998450756072998},{"id":"https://openalex.org/C2779055241","wikidata":"https://www.wikidata.org/wiki/Q644240","display_name":"Biosignal","level":3,"score":0.6447239518165588},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.6238149404525757},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5355774164199829},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5210004448890686},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4736774265766144},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.45656877756118774},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44173580408096313},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.43010973930358887},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.27631378173828125},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12243789434432983},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp43922.2022.9746174","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp43922.2022.9746174","pdf_url":null,"source":{"id":"https://openalex.org/S4363607702","display_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5199999809265137}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1984252493","https://openalex.org/W2066327120","https://openalex.org/W2103403570","https://openalex.org/W2123167643","https://openalex.org/W2163648427","https://openalex.org/W2169931829","https://openalex.org/W2383696055","https://openalex.org/W2516710120","https://openalex.org/W2555541061","https://openalex.org/W2626778328","https://openalex.org/W2775447708","https://openalex.org/W2787501667","https://openalex.org/W2792764867","https://openalex.org/W2805531876","https://openalex.org/W2807631444","https://openalex.org/W2898716605","https://openalex.org/W2912302853","https://openalex.org/W2935727652","https://openalex.org/W2951881474","https://openalex.org/W2990110246","https://openalex.org/W3004392413","https://openalex.org/W3016127821","https://openalex.org/W3094502228","https://openalex.org/W3157280810","https://openalex.org/W3162754028","https://openalex.org/W3180620879","https://openalex.org/W4252684946","https://openalex.org/W4285719527","https://openalex.org/W4385245566","https://openalex.org/W6739901393","https://openalex.org/W6747399673","https://openalex.org/W6747943641","https://openalex.org/W6749825310","https://openalex.org/W6784333009"],"related_works":["https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W4312416068","https://openalex.org/W3147379364","https://openalex.org/W2010878661","https://openalex.org/W2028966255","https://openalex.org/W2026258298","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2805039731"],"abstract_inverted_index":{"Advances":[0],"in":[1,8],"biosignal":[2],"signal":[3],"processing":[4],"and":[5,30,73,113,122,132],"machine":[6],"learning,":[7],"particular":[9],"Deep":[10],"Neural":[11],"Networks":[12],"(DNNs),":[13],"have":[14,36,60],"paved":[15],"the":[16,19,27,80,108,142],"way":[17],"for":[18,25,45,51,66,126],"development":[20],"of":[21,53,70,110,129,138,152],"innovative":[22],"Human-Machine":[23],"Interfaces":[24],"decoding":[26,46],"human":[28],"intent":[29],"controlling":[31],"artificial":[32],"limbs.":[33],"DNN":[34],"models":[35],"shown":[37],"promising":[38],"results":[39],"with":[40],"respect":[41],"to":[42,89,120,140],"other":[43],"algorithms":[44],"muscle":[47],"electrical":[48],"activity,":[49],"especially":[50],"recognition":[52],"hand":[54,100],"gestures.":[55],"Such":[56],"data-driven":[57],"models,":[58],"however,":[59],"been":[61],"challenged":[62],"by":[63,107],"their":[64,74],"need":[65],"a":[67],"large":[68],"number":[69,137],"trainable":[71],"parameters":[72,139],"structural":[75],"complexity.":[76],"Here":[77],"we":[78,97],"propose":[79],"novel":[81],"Temporal":[82],"Convolutions-based":[83],"Hand":[84],"Gesture":[85],"Recognition":[86],"architecture":[87,145],"(TC-HGR)":[88],"reduce":[90],"this":[91,95],"computational":[92],"burden.":[93],"With":[94],"approach,":[96],"classified":[98],"17":[99],"gestures":[101],"via":[102],"surface":[103],"Electromyogram":[104],"(sEMG)":[105],"signals":[106],"adoption":[109],"attention":[111],"mechanisms":[112],"temporal":[114],"convolutions.":[115],"The":[116,136],"proposed":[117,143],"method":[118],"led":[119],"81.65%":[121],"80.72%":[123],"classification":[124],"accuracy":[125],"window":[127],"sizes":[128],"300":[130],"ms":[131],"200":[133],"ms,":[134],"respectively.":[135],"train":[141],"TC-HGR":[144],"is":[146],"11.9":[147],"times":[148],"less":[149],"than":[150],"that":[151],"its":[153],"state-of-the-art":[154],"counterpart.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}