{"id":"https://openalex.org/W3039744314","doi":"https://doi.org/10.1007/s00521-020-05128-7","title":"Hilbert sEMG data scanning for hand gesture recognition based on deep learning","display_name":"Hilbert sEMG data scanning for hand gesture recognition based on deep learning","publication_year":2020,"publication_date":"2020-07-07","ids":{"openalex":"https://openalex.org/W3039744314","doi":"https://doi.org/10.1007/s00521-020-05128-7","mag":"3039744314"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-020-05128-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-020-05128-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-020-05128-7.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-020-05128-7.pdf","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":["Department of Electrical and Computer Engineering, University of Patras, 26504, Patras, Greece","Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-3188-2432","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Patras, 26504, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]},{"raw_affiliation_string":"Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium","institution_ids":["https://openalex.org/I13469542"]}]},{"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/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/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bruno Cornelis","raw_affiliation_strings":["Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium","IMEC, 3001, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium","institution_ids":["https://openalex.org/I13469542"]},{"raw_affiliation_string":"IMEC, 3001, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"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/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":"Jan Cornelis","raw_affiliation_strings":["Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium","institution_ids":["https://openalex.org/I13469542"]}]},{"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/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/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bart Jansen","raw_affiliation_strings":["Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium","IMEC, 3001, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Informatics, Vrije Universiteit Brussel, 1050, Brussels, Belgium","institution_ids":["https://openalex.org/I13469542"]},{"raw_affiliation_string":"IMEC, 3001, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"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":["Department of Electrical and Computer Engineering, University of Patras, 26504, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Patras, 26504, 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":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.8291,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.84391696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"33","issue":"7","first_page":"2645","last_page":"2666"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9995999932289124,"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":0.9959999918937683,"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/hilbert-curve","display_name":"Hilbert curve","score":0.8009066581726074},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7813882827758789},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7099052667617798},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6830768585205078},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5915690660476685},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5655907392501831},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.5238050222396851},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.508576512336731},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.507000207901001},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1815330982208252}],"concepts":[{"id":"https://openalex.org/C2781142347","wikidata":"https://www.wikidata.org/wiki/Q1366592","display_name":"Hilbert curve","level":2,"score":0.8009066581726074},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7813882827758789},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7099052667617798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6830768585205078},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5915690660476685},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5655907392501831},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.5238050222396851},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.508576512336731},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.507000207901001},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1815330982208252},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00521-020-05128-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-020-05128-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-020-05128-7.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:vubissmart:VUBISSMART:2000:131354","is_oa":false,"landing_page_url":"https://biblio.vub.ac.be/vubir/hilbert-semg-data-scanning-for-hand-gesture-recognition-based-on-deep-learning(945d4c53-0ae6-4504-bb84-6e22e39d161d).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:2000:201867","is_oa":false,"landing_page_url":null,"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":"article"}],"best_oa_location":{"id":"doi:10.1007/s00521-020-05128-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-020-05128-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-020-05128-7.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4399999976158142,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310968","display_name":"University of Patras","ror":"https://ror.org/017wvtq80"},{"id":"https://openalex.org/F4320330366","display_name":"Jilin Institute of Chemical Technology","ror":"https://ror.org/03bvz5p76"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3039744314.pdf","grobid_xml":"https://content.openalex.org/works/W3039744314.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W787748296","https://openalex.org/W1686810756","https://openalex.org/W1977995219","https://openalex.org/W2019889305","https://openalex.org/W2020243185","https://openalex.org/W2021320602","https://openalex.org/W2037967616","https://openalex.org/W2041345816","https://openalex.org/W2066327120","https://openalex.org/W2080596365","https://openalex.org/W2095705004","https://openalex.org/W2123167643","https://openalex.org/W2129566274","https://openalex.org/W2137502844","https://openalex.org/W2148268262","https://openalex.org/W2159772324","https://openalex.org/W2165619603","https://openalex.org/W2167262695","https://openalex.org/W2167582671","https://openalex.org/W2169931829","https://openalex.org/W2171188488","https://openalex.org/W2279098554","https://openalex.org/W2292475108","https://openalex.org/W2299668505","https://openalex.org/W2342619534","https://openalex.org/W2516710120","https://openalex.org/W2555541061","https://openalex.org/W2563604890","https://openalex.org/W2586953456","https://openalex.org/W2589747988","https://openalex.org/W2594228112","https://openalex.org/W2620664872","https://openalex.org/W2735762883","https://openalex.org/W2743239999","https://openalex.org/W2766833245","https://openalex.org/W2775447708","https://openalex.org/W2784831738","https://openalex.org/W2785507676","https://openalex.org/W2786447332","https://openalex.org/W2795244616","https://openalex.org/W2886903801","https://openalex.org/W2894196902","https://openalex.org/W2898716605","https://openalex.org/W2899214097","https://openalex.org/W2911605501","https://openalex.org/W2912302853","https://openalex.org/W2916230551","https://openalex.org/W2941257018","https://openalex.org/W2950014519","https://openalex.org/W2952315395","https://openalex.org/W2954513135","https://openalex.org/W2962879438","https://openalex.org/W2963446712","https://openalex.org/W2965087489","https://openalex.org/W2976666301","https://openalex.org/W3101667008","https://openalex.org/W3106076745"],"related_works":["https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W4312416068","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3147379364","https://openalex.org/W2010878661","https://openalex.org/W3193565141","https://openalex.org/W2026258298","https://openalex.org/W3133861977"],"abstract_inverted_index":{"Abstract":[0],"Deep":[1],"learning":[2],"has":[3],"transformed":[4],"the":[5,13,16,26,64,69,79,109,112],"field":[6],"of":[7,15,28,36,71,74,81,126,129],"data":[8],"analysis":[9],"by":[10],"dramatically":[11],"improving":[12],"state":[14],"art":[17],"in":[18,25],"various":[19],"classification":[20,52,106],"and":[21,102,135],"prediction":[22],"tasks,":[23],"especially":[24],"area":[27],"computer":[29],"vision.":[30],"In":[31,59],"biomedical":[32],"engineering,":[33],"a":[34,104,118],"lot":[35],"new":[37,119],"work":[38],"is":[39,95],"directed":[40],"toward":[41],"surface":[42],"electromyography":[43],"(sEMG)-based":[44],"gesture":[45],"recognition,":[46],"often":[47],"addressed":[48],"as":[49,87],"an":[50,130],"image":[51,72,83],"problem":[53],"using":[54],"convolutional":[55,141],"neural":[56],"networks":[57],"(CNNs).":[58],"this":[60],"paper,":[61],"we":[62,116],"utilize":[63],"Hilbert":[65,113,132],"space-filling":[66],"curve":[67,133],"for":[68],"generation":[70],"representations":[73],"sEMG":[75],"signals,":[76],"which":[77],"allows":[78],"application":[80],"typical":[82],"processing":[84],"pipelines":[85],"such":[86],"CNNs":[88],"on":[89,97],"sequence":[90],"data.":[91],"The":[92],"proposed":[93],"method":[94],"evaluated":[96],"different":[98],"state-of-the-art":[99],"network":[100,120],"architectures":[101],"yields":[103],"significant":[105],"improvement":[107],"over":[108],"approach":[110],"without":[111],"curve.":[114],"Additionally,":[115],"develop":[117],"architecture":[121],"(MSHilbNet)":[122],"that":[123],"takes":[124],"advantage":[125],"multiple":[127],"scales":[128],"initial":[131],"representation":[134],"achieves":[136],"equal":[137],"performance":[138],"with":[139],"fewer":[140],"layers.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3}],"updated_date":"2026-05-24T08:33:08.758527","created_date":"2025-10-10T00:00:00"}