{"id":"https://openalex.org/W4405489386","doi":"https://doi.org/10.1109/embc53108.2024.10781736","title":"emg2vec: Self-supervised Pretraining in Electromyography-based Silent Speech Interfaces","display_name":"emg2vec: Self-supervised Pretraining in Electromyography-based Silent Speech Interfaces","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405489386","doi":"https://doi.org/10.1109/embc53108.2024.10781736","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039986"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","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/A5064706415","display_name":"Qinhan Hou","orcid":"https://orcid.org/0000-0003-1570-1881"},"institutions":[{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Qinhan Hou","raw_affiliation_strings":["Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland"],"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046868068","display_name":"Stefano van Gogh","orcid":"https://orcid.org/0000-0001-5856-1124"},"institutions":[{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Stefano van Gogh","raw_affiliation_strings":["Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland"],"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041361992","display_name":"Kevin Scheck","orcid":null},"institutions":[{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kevin Scheck","raw_affiliation_strings":["University of Bremen,Cognitive Systems Lab,Bremen,Germany"],"affiliations":[{"raw_affiliation_string":"University of Bremen,Cognitive Systems Lab,Bremen,Germany","institution_ids":["https://openalex.org/I180437899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063262277","display_name":"Zhao Ren","orcid":"https://orcid.org/0000-0003-0707-5016"},"institutions":[{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zhao Ren","raw_affiliation_strings":["University of Bremen,Cognitive Systems Lab,Bremen,Germany"],"affiliations":[{"raw_affiliation_string":"University of Bremen,Cognitive Systems Lab,Bremen,Germany","institution_ids":["https://openalex.org/I180437899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058049725","display_name":"Tanja Schultz","orcid":"https://orcid.org/0000-0002-9809-7028"},"institutions":[{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tanja Schultz","raw_affiliation_strings":["University of Bremen,Cognitive Systems Lab,Bremen,Germany"],"affiliations":[{"raw_affiliation_string":"University of Bremen,Cognitive Systems Lab,Bremen,Germany","institution_ids":["https://openalex.org/I180437899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020719193","display_name":"Michael Wand","orcid":"https://orcid.org/0000-0003-0966-7824"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Michael Wand","raw_affiliation_strings":["Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland"],"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071172037","display_name":"J\u00fcrgen Schmidhuber","orcid":null},"institutions":[{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Schmidhuber","raw_affiliation_strings":["Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland"],"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi Sull&#x2019;Intelligenza Artificiale (IDSIA USI-SUPSI),Lugano,Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5064706415"],"corresponding_institution_ids":["https://openalex.org/I15196421","https://openalex.org/I2614128279"],"apc_list":null,"apc_paid":null,"fwci":0.3316,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68842806,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10860","display_name":"Speech and Audio Processing","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/electromyography","display_name":"Electromyography","score":0.8170285224914551},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.7360804080963135},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7079979181289673},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41217151284217834},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3805006146430969},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.18839076161384583},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13205170631408691}],"concepts":[{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.8170285224914551},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.7360804080963135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7079979181289673},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41217151284217834},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3805006146430969},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.18839076161384583},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13205170631408691}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D049250","descriptor_name":"Speech Recognition Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039986","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039986","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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W169623250","https://openalex.org/W2008120082","https://openalex.org/W2059169992","https://openalex.org/W2124509324","https://openalex.org/W2768153200","https://openalex.org/W2896457183","https://openalex.org/W2903739847","https://openalex.org/W2950151997","https://openalex.org/W2951585248","https://openalex.org/W2977117446","https://openalex.org/W2990138404","https://openalex.org/W2991391304","https://openalex.org/W3010874390","https://openalex.org/W3011574394","https://openalex.org/W3023371261","https://openalex.org/W3035164673","https://openalex.org/W3035524453","https://openalex.org/W3035725276","https://openalex.org/W3088409176","https://openalex.org/W3097777922","https://openalex.org/W3105229878","https://openalex.org/W3174758275","https://openalex.org/W3175593095","https://openalex.org/W3175752069","https://openalex.org/W4205549622","https://openalex.org/W4206978609","https://openalex.org/W4281393357","https://openalex.org/W4372264243","https://openalex.org/W4385245566","https://openalex.org/W4385570763","https://openalex.org/W4387390330","https://openalex.org/W6729448088","https://openalex.org/W6739901393","https://openalex.org/W6755207826","https://openalex.org/W6757817989","https://openalex.org/W6760212410","https://openalex.org/W6780218876","https://openalex.org/W6796730497","https://openalex.org/W6810784583","https://openalex.org/W6856980452"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2376139493","https://openalex.org/W2911808920","https://openalex.org/W2141253262","https://openalex.org/W3156756500","https://openalex.org/W4251090744","https://openalex.org/W2386293158","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Silent":[0],"speech":[1,9,81,117],"interfaces":[2],"(SSI)":[3],"enable":[4],"the":[5,20,73,79,92,106],"generation":[6],"of":[7,19,24,105,126],"audio":[8],"or":[10],"readable":[11],"texts":[12],"without":[13],"vocalization.":[14],"Electromyography":[15],"(EMG),":[16],"being":[17],"one":[18],"possible":[21],"source":[22],"signals":[23],"SSI,":[25,48],"demonstrates":[26],"its":[27],"superiority,":[28],"particularly":[29],"for":[30,109],"individuals":[31],"with":[32],"vocal":[33],"organ":[34],"injuries.":[35],"In":[36],"this":[37],"work,":[38],"we":[39],"propose":[40],"a":[41,102],"self-pretraining":[42,58,77],"framework,":[43],"i.e.":[44],"emg2vec,":[45],"in":[46,116],"EMG-based":[47],"including":[49],"EMG-to-speech":[50],"and":[51,96],"EMG-to-text":[52],"conversion.":[53],"Our":[54,66],"experiments":[55,67],"reveal":[56],"that":[57],"yields":[59],"improvements":[60],"compared":[61,70],"to":[62,71],"plain":[63],"supervised":[64,110],"learning.":[65],"show":[68],"that,":[69],"training":[72,127],"models":[74],"from":[75],"scratch,":[76],"improves":[78],"downstream":[80],"recognition":[82],"word":[83],"error":[84],"rate":[85],"(WER)":[86],"relatively":[87],"by":[88,97,121],"7.32%":[89],"when":[90,99,123],"utilizing":[91],"entire":[93],"labeled":[94,107],"dataset":[95],"5.18%":[98],"employing":[100],"only":[101,120],"20%":[103,125],"fraction":[104],"data":[108],"training.":[111],"The":[112],"improvement":[113],"also":[114],"happens":[115],"synthesis,":[118],"but":[119],"2.91%":[122],"using":[124],"data.":[128]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2025-10-10T00:00:00"}
