{"id":"https://openalex.org/W4389543087","doi":"https://doi.org/10.1109/embc40787.2023.10340612","title":"EMaGer: A Wearable Full-Circumference HD-EMG Sensor and Data Augmentation Method for Robust Hand Gesture Recognition","display_name":"EMaGer: A Wearable Full-Circumference HD-EMG Sensor and Data Augmentation Method for Robust Hand Gesture Recognition","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389543087","doi":"https://doi.org/10.1109/embc40787.2023.10340612","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083603"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340612","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5092842672","display_name":"F\u00e9lix Chamberland","orcid":"https://orcid.org/0000-0001-6918-9890"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"F\u00e9lix Chamberland","raw_affiliation_strings":["Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092842673","display_name":"\u00c9tienne Buteau","orcid":"https://orcid.org/0000-0002-4574-165X"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"\u00c9tienne Buteau","raw_affiliation_strings":["Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036660816","display_name":"Simon Tam","orcid":"https://orcid.org/0000-0003-3918-7100"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Simon Tam","raw_affiliation_strings":["Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071953487","display_name":"Paul Fortier","orcid":"https://orcid.org/0000-0001-7368-9484"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Paul Fortier","raw_affiliation_strings":["Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057702106","display_name":"Mounir Boukadoum","orcid":"https://orcid.org/0000-0002-4894-2350"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mounir Boukadoum","raw_affiliation_strings":["Université du Qutébec à Montréal,Department of Computer Science,Montréal,Canada,H3C 3P8"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université du Qutébec à Montréal,Department of Computer Science,Montréal,Canada,H3C 3P8","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053328763","display_name":"Alexandre Campeau\u2010Lecours","orcid":"https://orcid.org/0000-0001-6766-3368"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alexandre Campeau-Lecours","raw_affiliation_strings":["Université Laval,Department of Mechanical Engineering,Québec,Canada,G1V 0A6"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Laval,Department of Mechanical Engineering,Québec,Canada,G1V 0A6","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018071134","display_name":"Benoit Gosselin","orcid":"https://orcid.org/0000-0003-1473-3451"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Benoit Gosselin","raw_affiliation_strings":["Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Laval,Department of Electrical and Computer Engineering,Québec,Canada,G1V 0A6","institution_ids":["https://openalex.org/I43406934"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9997000098228455,"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":0.9997000098228455,"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9979000091552734,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9973999857902527,"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/wearable-computer","display_name":"Wearable computer","score":0.7487202882766724},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7006053924560547},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.6330035924911499},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.5243915915489197},{"id":"https://openalex.org/keywords/circumference","display_name":"Circumference","score":0.5140956044197083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4887230396270752},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3971211910247803},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3970867097377777},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3744642734527588},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.12869074940681458},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09315219521522522}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7487202882766724},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7006053924560547},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.6330035924911499},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.5243915915489197},{"id":"https://openalex.org/C166504685","wikidata":"https://www.wikidata.org/wiki/Q843905","display_name":"Circumference","level":2,"score":0.5140956044197083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4887230396270752},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3971211910247803},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3970867097377777},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3744642734527588},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.12869074940681458},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09315219521522522},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10340612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340612","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083603","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083603","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2004931716","https://openalex.org/W2019889305","https://openalex.org/W2082302473","https://openalex.org/W2501720163","https://openalex.org/W2589747988","https://openalex.org/W2738073041","https://openalex.org/W2886903801","https://openalex.org/W2919115771","https://openalex.org/W2954996726","https://openalex.org/W2990358000","https://openalex.org/W2991257032","https://openalex.org/W2998047037","https://openalex.org/W3010195458","https://openalex.org/W3116092050","https://openalex.org/W3117080414","https://openalex.org/W3126426351","https://openalex.org/W3162159851","https://openalex.org/W3165466478","https://openalex.org/W3165882235","https://openalex.org/W6631190155","https://openalex.org/W6884901810"],"related_works":["https://openalex.org/W2066003895","https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W2010878661","https://openalex.org/W3147379364","https://openalex.org/W2026258298","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2805039731","https://openalex.org/W2989699735"],"abstract_inverted_index":{"This":[0,187],"work":[1,163],"presents":[2],"EMaGer,":[3],"a":[4,62,75,82,102,108,114,119,190],"new":[5],"360\u00b0":[6],"64-channel":[7],"high-density":[8],"electromyography":[9],"(HD-EMG)":[10],"bracelet":[11],"combined":[12],"with":[13,92,151,173],"an":[14,93],"original":[15],"data":[16,97],"augmentation":[17,98],"method":[18,191],"for":[19,113,133],"improved":[20],"robustness":[21,50],"in":[22,196],"gesture":[23,48,175],"recognition.":[24],"By":[25],"leveraging":[26],"homogeneous":[27],"electrode":[28,52,64],"density":[29],"and":[30,54,73,81,88,182,199],"powerful":[31],"deep":[32],"learning":[33],"techniques,":[34],"the":[35,43,67,71,130,165,169,174],"sensor":[36,171],"is":[37,59],"capable":[38],"of":[39,61,70,78,123,135,167],"rotation":[40],"invariance":[41],"around":[42],"arm":[44],"axis,":[45],"thus":[46],"increasing":[47],"recognition":[49],"to":[51,106,157,178],"movement":[53],"inter-session":[55,110,126],"evaluation.":[56],"The":[57,85,147],"system":[58,172],"made":[60],"4x16":[63],"array":[65,94],"covering":[66],"full":[68],"circumference":[69],"limb,":[72],"uses":[74],"sampling":[76],"frequency":[77],"1":[79],"kHz":[80],"16-bit":[83],"resolution.":[84],"sensor's":[86],"uniform":[87],"adjustable":[89],"geometry":[90],"paired":[91],"barrel":[95],"shifting":[96],"(ABSDA)":[99],"technique":[100],"allows":[101],"convolutional":[103],"neural":[104],"network":[105],"maintain":[107],"76.98%":[109],"classification":[111,127],"accuracy":[112,122,128],"6":[115],"gestures":[116],"dataset,":[117],"from":[118],"baseline":[120],"intra-session":[121],"93.75%.":[124],"High":[125],"decreases":[129],"training":[131],"burden":[132],"users":[134],"EMG":[136,170],"control":[137],"systems":[138],"such":[139],"as":[140],"myoelectric":[141,201],"prostheses":[142],"by":[143],"minimizing":[144],"calibration":[145],"requirements.":[146],"same":[148],"methods":[149],"applied":[150],"different":[152],"state-of-the-art":[153,184],"sensors":[154],"are":[155],"demonstrated":[156],"be":[158],"less":[159],"effective.":[160],"Thus,":[161],"this":[162],"evidences":[164],"importance":[166],"co-designing":[168],"inference":[176],"algorithms":[177],"leverage":[179],"synergistic":[180],"properties":[181],"solve":[183],"challenges.Clinical":[185],"relevance-":[186],"paper":[188],"establishes":[189],"that":[192],"alleviates":[193],"clinical":[194],"manipulations":[195],"setting":[197],"up":[198],"calibrating":[200],"prosthetic":[202],"devices.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}