{"id":"https://openalex.org/W4389487309","doi":"https://doi.org/10.1145/3635159","title":"EMG-Based Automatic Gesture Recognition Using Lipschitz-Regularized Neural Networks","display_name":"EMG-Based Automatic Gesture Recognition Using Lipschitz-Regularized Neural Networks","publication_year":2023,"publication_date":"2023-12-08","ids":{"openalex":"https://openalex.org/W4389487309","doi":"https://doi.org/10.1145/3635159"},"language":"en","primary_location":{"id":"doi:10.1145/3635159","doi":"https://doi.org/10.1145/3635159","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3635159","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3635159","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-b","jufo-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3635159","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ana Neac\u015fu","orcid":"https://orcid.org/0009-0003-4624-9442","observed_orcids":["https://orcid.org/0009-0003-4624-9442"]},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]},{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["FR","RO"],"is_corresponding":false,"raw_author_name":"Ana Neac\u015fu","raw_affiliation_strings":["Centre de Centre de Vision Num\u00e9rique, Inria, CentraleSup\u00e9lec, France and Speech and Dialogue Laboratory, University Politehnica of Bucharest, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0009-0003-4624-9442","affiliations":[{"raw_affiliation_string":"Centre de Centre de Vision Num\u00e9rique, Inria, CentraleSup\u00e9lec, France and Speech and Dialogue Laboratory, University Politehnica of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210107720","https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112480949","display_name":"J.-C. Pesquet","orcid":"https://orcid.org/0000-0002-5943-8061","observed_orcids":["https://orcid.org/0000-0002-5943-8061"]},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]},{"id":"https://openalex.org/I4405256392","display_name":"Centre de Vision Num\u00e9rique","ror":"https://ror.org/043k3s342","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4405256392"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Christophe Pesquet","raw_affiliation_strings":["Centre de Centre de Vision Num\u00e9rique, Inria, CentraleSup\u00e9lec, Gif-sur-Yvette, France"],"raw_orcid":"https://orcid.org/0000-0002-5943-8061","affiliations":[{"raw_affiliation_string":"Centre de Centre de Vision Num\u00e9rique, Inria, CentraleSup\u00e9lec, Gif-sur-Yvette, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210107720","https://openalex.org/I4405256392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005992975","display_name":"Corneliu Burileanu","orcid":"https://orcid.org/0000-0003-1710-8010","observed_orcids":["https://orcid.org/0000-0003-1710-8010"]},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Corneliu Burileanu","raw_affiliation_strings":["Speech and Dialogue Laboratory, University Politehnica of Bucharest, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0003-1710-8010","affiliations":[{"raw_affiliation_string":"Speech and Dialogue Laboratory, University Politehnica of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1219,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.78081799,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"15","issue":"2","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.7900000214576721,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.7900000214576721,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.07779999822378159,"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":0.06390000134706497,"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/surface-electromyography","display_name":"surface electromyography","score":0.9959999918937683},{"id":"https://openalex.org/keywords/lipschitz-regularization","display_name":"Lipschitz regularization","score":0.843999981880188},{"id":"https://openalex.org/keywords/adversarial-robustness","display_name":"adversarial robustness","score":0.8560000061988831},{"id":"https://openalex.org/keywords/black-box-attacks","display_name":"black-box attacks","score":0.7770000100135803},{"id":"https://openalex.org/keywords/white-box-attacks","display_name":"white-box attacks","score":0.9909999966621399}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.861733078956604},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.779998779296875},{"id":"https://openalex.org/C22324862","wikidata":"https://www.wikidata.org/wiki/Q652707","display_name":"Lipschitz continuity","level":2,"score":0.6611005067825317},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.5733098387718201},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5562145709991455},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.5315805673599243},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5044125318527222},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4904038906097412},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43741440773010254},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4163435101509094},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07829895615577698},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3635159","doi":"https://doi.org/10.1145/3635159","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3635159","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3635159","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-b","jufo-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-03751766v2","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-03751766","pdf_url":"https://hal.science/hal-03751766v2/file/HAL_extended_version.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology, 2024, 15 (2), pp.1-25. ⟨10.1145/3635159⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:HAL:hal-03751766v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-03751766","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://hal.archives-ouvertes.fr/hal-03751766","raw_type":"info:eu-repo/semantics/preprint"}],"best_oa_location":{"id":"doi:10.1145/3635159","doi":"https://doi.org/10.1145/3635159","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3635159","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3635159","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-b","jufo-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G4823047899","display_name":null,"funder_award_id":"PN-III-P2-2.1-PED-2019","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"},{"id":"https://openalex.org/G6691633400","display_name":"BRIDinG thE gAp Between iterative proximaL methods and nEural networks","funder_award_id":"ANR-19-CHIA-0006","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G6703262589","display_name":null,"funder_award_id":"PN-III-P2-2","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"}],"funders":[{"id":"https://openalex.org/F4320315989","display_name":"National Authority for Scientific Research and Innovation","ror":null},{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320323444","display_name":"Autoritatea National\u0103 pentru Cercetare Stiintific\u0103","ror":"https://ror.org/03padf885"},{"id":"https://openalex.org/F4320323983","display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii","ror":"https://ror.org/01q7jq182"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389487309.pdf","grobid_xml":"https://content.openalex.org/works/W4389487309.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W322738573","https://openalex.org/W1533025524","https://openalex.org/W1922442141","https://openalex.org/W1967020502","https://openalex.org/W2006262045","https://openalex.org/W2058282129","https://openalex.org/W2082480549","https://openalex.org/W2093522043","https://openalex.org/W2118429861","https://openalex.org/W2169931829","https://openalex.org/W2743239999","https://openalex.org/W2762706434","https://openalex.org/W2767286248","https://openalex.org/W2888073844","https://openalex.org/W2906295032","https://openalex.org/W2944114271","https://openalex.org/W2962879438","https://openalex.org/W2998798428","https://openalex.org/W3022782115","https://openalex.org/W3033564916","https://openalex.org/W3035108607","https://openalex.org/W3039780279","https://openalex.org/W3047002475","https://openalex.org/W3211130117","https://openalex.org/W4282917354","https://openalex.org/W4282963349","https://openalex.org/W4291720791","https://openalex.org/W4381662264"],"related_works":["https://openalex.org/W4411312386","https://openalex.org/W4416101864","https://openalex.org/W3015291605","https://openalex.org/W1534552923","https://openalex.org/W4386933923","https://openalex.org/W4292004179","https://openalex.org/W7127269808","https://openalex.org/W7151978464","https://openalex.org/W2964331764","https://openalex.org/W4415798133"],"abstract_inverted_index":{"This":[0],"article":[1],"introduces":[2],"a":[3,8,74,86],"novel":[4],"approach":[5],"for":[6,55],"building":[7],"robust":[9],"Automatic":[10],"Gesture":[11],"Recognition":[12],"system":[13],"based":[14],"on":[15,51,79],"Surface":[16],"Electromyographic":[17],"(sEMG)":[18],"signals,":[19],"acquired":[20],"at":[21],"the":[22,43,47,100],"forearm":[23],"level.":[24],"Our":[25],"main":[26],"contribution":[27],"is":[28,95],"to":[29],"propose":[30,65],"new":[31],"constrained":[32],"learning":[33],"strategies":[34],"that":[35,85],"ensure":[36],"robustness":[37,71,101],"against":[38],"adversarial":[39],"perturbations":[40],"by":[41],"controlling":[42],"Lipschitz":[44,58],"constant":[45],"of":[46,91,102],"classifier.":[48],"We":[49,97],"focus":[50],"nonnegative":[52],"neural":[53],"networks":[54],"which":[56],"accurate":[57],"bounds":[59],"can":[60],"be":[61],"derived,":[62],"and":[63,93,116],"we":[64],"different":[66],"spectral":[67],"norm":[68],"constraints":[69],"offering":[70],"guarantees":[72],"from":[73],"theoretical":[75],"viewpoint.":[76],"Experimental":[77],"results":[78],"four":[80,111],"publicly":[81],"available":[82],"datasets":[83],"highlight":[84],"good":[87],"tradeoff":[88],"in":[89,110],"terms":[90],"accuracy":[92],"performance":[94],"achieved.":[96],"then":[98],"demonstrate":[99],"our":[103],"models,":[104],"compared":[105],"with":[106],"standard":[107],"trained":[108],"classifiers":[109],"scenarios,":[112],"considering":[113],"both":[114],"white-box":[115],"black-box":[117],"attacks.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-12-09T00:00:00"}