{"id":"https://openalex.org/W3207567669","doi":"https://doi.org/10.1109/iisa52424.2021.9555555","title":"Transfer Learning in sEMG-based Gesture Recognition","display_name":"Transfer Learning in sEMG-based Gesture Recognition","publication_year":2021,"publication_date":"2021-07-12","ids":{"openalex":"https://openalex.org/W3207567669","doi":"https://doi.org/10.1109/iisa52424.2021.9555555","mag":"3207567669"},"language":"en","primary_location":{"id":"doi:10.1109/iisa52424.2021.9555555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa52424.2021.9555555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Information, Intelligence, Systems & Applications (IISA)","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/A5082353082","display_name":"Panagiotis Tsinganos","orcid":"https://orcid.org/0000-0003-3188-2432"},"institutions":[{"id":"https://openalex.org/I13469542","display_name":"Vrije Universiteit Brussel","ror":"https://ror.org/006e5kg04","country_code":"BE","type":"education","lineage":["https://openalex.org/I13469542"]},{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["BE","GR"],"is_corresponding":true,"raw_author_name":"Panagiotis Tsinganos","raw_affiliation_strings":["University of Patras, Patras, Greece","Vrije Universiteit Brussel, Brussels, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]},{"raw_affiliation_string":"Vrije Universiteit Brussel, Brussels, Belgium","institution_ids":["https://openalex.org/I13469542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048675559","display_name":"Jan Cornelis","orcid":"https://orcid.org/0000-0002-1180-1968"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Jan Cornelis","raw_affiliation_strings":["University of Patras, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058747795","display_name":"Bruno Cornelis","orcid":"https://orcid.org/0000-0002-0688-8173"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Bruno Cornelis","raw_affiliation_strings":["University of Patras, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059882142","display_name":"Bart Jansen","orcid":"https://orcid.org/0000-0001-8042-6834"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]},{"id":"https://openalex.org/I13469542","display_name":"Vrije Universiteit Brussel","ror":"https://ror.org/006e5kg04","country_code":"BE","type":"education","lineage":["https://openalex.org/I13469542"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bart Jansen","raw_affiliation_strings":["IMEC, Leuven, Belgium","Vrije Universiteit Brussel, Brussels, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]},{"raw_affiliation_string":"Vrije Universiteit Brussel, Brussels, Belgium","institution_ids":["https://openalex.org/I13469542"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009555116","display_name":"Athanassios Skodras","orcid":"https://orcid.org/0000-0002-3872-4325"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Athanassios Skodras","raw_affiliation_strings":["University of Patras, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082353082"],"corresponding_institution_ids":["https://openalex.org/I13469542","https://openalex.org/I174878644"],"apc_list":null,"apc_paid":null,"fwci":0.3395,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.54639802,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9994000196456909,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9976999759674072,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8185155987739563},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7006500363349915},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6994749903678894},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.669204831123352},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6244438290596008},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5784165263175964},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.5121974349021912},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5049801468849182},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5028874278068542},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5026609897613525},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4831659197807312},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4706629514694214},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.4484736919403076},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4452454447746277},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.4330587089061737},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.41491344571113586}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8185155987739563},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7006500363349915},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6994749903678894},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.669204831123352},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6244438290596008},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5784165263175964},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.5121974349021912},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5049801468849182},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5028874278068542},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5026609897613525},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4831659197807312},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4706629514694214},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.4484736919403076},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4452454447746277},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.4330587089061737},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.41491344571113586},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iisa52424.2021.9555555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa52424.2021.9555555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Information, Intelligence, Systems & Applications (IISA)","raw_type":"proceedings-article"},{"id":"pmh:oai:vubissmart:VUBISSMART:2000:153912","is_oa":false,"landing_page_url":"https://biblio.vub.ac.be/vubir/transfer-learning-in-semgbased-gesture-recognition(1db96d27-5f55-4bab-9877-31ddba9a097e).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306402573","display_name":"VUBIR (Vrije Universiteit Brussel)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I13469542","host_organization_name":"Vrije Universiteit Brussel","host_organization_lineage":["https://openalex.org/I13469542"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"publishedVersion"},{"id":"pmh:oai:vubissmart:VUBISSMART:2000:153912","is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/document/9555555","pdf_url":null,"source":{"id":"https://openalex.org/S4306402573","display_name":"VUBIR (Vrije Universiteit Brussel)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I13469542","host_organization_name":"Vrije Universiteit Brussel","host_organization_lineage":["https://openalex.org/I13469542"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310968","display_name":"University of Patras","ror":"https://ror.org/017wvtq80"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1977995219","https://openalex.org/W1985493107","https://openalex.org/W2165619603","https://openalex.org/W2165698076","https://openalex.org/W2169931829","https://openalex.org/W2194775991","https://openalex.org/W2286929393","https://openalex.org/W2418845879","https://openalex.org/W2516710120","https://openalex.org/W2589747988","https://openalex.org/W2735735104","https://openalex.org/W2735762883","https://openalex.org/W2743239999","https://openalex.org/W2883075544","https://openalex.org/W2894196902","https://openalex.org/W2911953725","https://openalex.org/W2929701941","https://openalex.org/W2935727652","https://openalex.org/W2944114271","https://openalex.org/W2951262163","https://openalex.org/W2962879438","https://openalex.org/W2963840672","https://openalex.org/W2979689127","https://openalex.org/W2981877040","https://openalex.org/W2995086119","https://openalex.org/W2997304337","https://openalex.org/W3004881883","https://openalex.org/W3015687548","https://openalex.org/W3049774894","https://openalex.org/W3099685148","https://openalex.org/W3100553325","https://openalex.org/W6687483927","https://openalex.org/W6696085341"],"related_works":["https://openalex.org/W2028966255","https://openalex.org/W2466763065","https://openalex.org/W1994032303","https://openalex.org/W2029299808","https://openalex.org/W2079987883","https://openalex.org/W2242211636","https://openalex.org/W2077377051","https://openalex.org/W2004513049","https://openalex.org/W2169849734","https://openalex.org/W2016803373"],"abstract_inverted_index":{"The":[0,124,135,146],"latest":[1],"advancements":[2],"in":[3],"the":[4,15,33,44,51,64,83,106,112,129,150,153,159,164,173,177],"field":[5],"of":[6,17,28,50,66,69,85,108,114,152,176],"deep":[7,22],"learning":[8,77],"and":[9,47,133,142],"biomedical":[10],"engineering":[11],"have":[12],"allowed":[13],"for":[14,59,89,119],"development":[16],"myoelectric":[18],"interfaces":[19,30],"based":[20],"on":[21,101,128,157],"neural":[23,96],"networks.":[24],"A":[25],"longstanding":[26],"problem":[27],"these":[29],"is":[31,99,126,169,180],"that":[32,149],"models":[34,141],"cannot":[35],"easily":[36],"be":[37],"applied":[38],"to":[39,43],"new":[40,57,61,91,121],"users":[41],"due":[42],"high":[45],"variability":[46],"stochastic":[48],"nature":[49],"electromyography":[52],"signals.":[53],"Further":[54],"training":[55],"a":[56,75,86,90,94,120],"model":[58,88,116],"every":[60],"subject":[62],"requires":[63],"collection":[65],"large":[67],"volumes":[68],"data.":[70],"Therefore,":[71],"this":[72,115],"work":[73],"proposes":[74],"transfer":[76],"(TL)":[78],"scheme":[79],"which":[80],"allows":[81],"reusing":[82],"knowledge":[84],"pre-existing":[87],"user.":[92],"Firstly,":[93],"convolutional":[95],"network":[97],"(CNN)":[98],"trained":[100],"an":[102],"initial":[103],"dataset":[104],"using":[105],"data":[107,160],"multiple":[109],"subjects.":[110],"Then,":[111],"weights":[113],"are":[117,161],"fine-tuned":[118],"target":[122],"subject.":[123],"approach":[125],"evaluated":[127],"Ninapro":[130],"datasets":[131],"DB2":[132],"DB7.":[134],"experimentation":[136],"included":[137],"three":[138],"different":[139],"CNN":[140],"eight":[143],"preprocessing":[144],"alternatives.":[145],"results":[147],"showed":[148],"success":[151],"TL":[154],"method":[155],"depends":[156],"how":[158],"preprocessed.":[162],"Specifically,":[163],"biggest":[165],"accuracy":[166],"improvement":[167],"(+5.14%)":[168],"achieved":[170],"when":[171],"only":[172],"first":[174],"20%":[175],"signal":[178],"duration":[179],"used.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-15T08:27:34.491423","created_date":"2025-10-10T00:00:00"}