{"id":"https://openalex.org/W4413962271","doi":"https://doi.org/10.1109/tii.2025.3598513","title":"sEMG-Based Gesture-Free Hand Intention Recognition: System, Dataset, Toolbox, and Benchmark Results","display_name":"sEMG-Based Gesture-Free Hand Intention Recognition: System, Dataset, Toolbox, and Benchmark Results","publication_year":2025,"publication_date":"2025-09-03","ids":{"openalex":"https://openalex.org/W4413962271","doi":"https://doi.org/10.1109/tii.2025.3598513"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2025.3598513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3598513","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-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/A5100708468","display_name":"Hongxin Li","orcid":"https://orcid.org/0000-0003-4951-9770"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxin Li","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-4951-9770","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079782301","display_name":"Jingsheng Tang","orcid":"https://orcid.org/0000-0001-9304-750X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingsheng Tang","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-9304-750X","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049920351","display_name":"Yaru Liu","orcid":"https://orcid.org/0000-0003-3178-6352"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaru Liu","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-3178-6352","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056700715","display_name":"Xuechao Xu","orcid":"https://orcid.org/0000-0002-0246-009X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuechao Xu","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wei Dai","orcid":"https://orcid.org/0000-0002-7571-4863"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Dai","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-7571-4863","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100721758","display_name":"Junhao Xiao","orcid":"https://orcid.org/0000-0002-4751-539X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhao Xiao","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-4751-539X","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036075088","display_name":"Huimin Lu","orcid":"https://orcid.org/0000-0002-6375-581X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huimin Lu","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-6375-581X","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002039721","display_name":"Zongtan Zhou","orcid":"https://orcid.org/0000-0002-6423-8603"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongtan Zhou","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-6423-8603","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":2.0042,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8690534,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"21","issue":"12","first_page":"9574","last_page":"9584"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9976000189781189,"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"}},"topics":[{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9976000189781189,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.994700014591217,"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.9563999772071838,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.8199317455291748},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.8019653558731079},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.727505087852478},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.5947965383529663},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.5775341987609863},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5364224910736084},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5215113759040833},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4397377371788025}],"concepts":[{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.8199317455291748},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8019653558731079},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.727505087852478},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.5947965383529663},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.5775341987609863},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5364224910736084},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5215113759040833},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4397377371788025},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3598513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3598513","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G31562090","display_name":null,"funder_award_id":"62203460","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1966455806","https://openalex.org/W1981173169","https://openalex.org/W2002494083","https://openalex.org/W2048769187","https://openalex.org/W2090115892","https://openalex.org/W2132876794","https://openalex.org/W2160951686","https://openalex.org/W2589747988","https://openalex.org/W2741014554","https://openalex.org/W2746834546","https://openalex.org/W2771247593","https://openalex.org/W2892311509","https://openalex.org/W2899214097","https://openalex.org/W2915569933","https://openalex.org/W3087846450","https://openalex.org/W3092482093","https://openalex.org/W3104144125","https://openalex.org/W3107800993","https://openalex.org/W3109719334","https://openalex.org/W3149163750","https://openalex.org/W3199084069","https://openalex.org/W4224945144","https://openalex.org/W4307935394","https://openalex.org/W4321101505","https://openalex.org/W4391164129","https://openalex.org/W4395661433","https://openalex.org/W4402450020","https://openalex.org/W4407449489","https://openalex.org/W4408108629"],"related_works":["https://openalex.org/W4205140848","https://openalex.org/W2068663075","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/W2989699735"],"abstract_inverted_index":{"In":[0],"sensitive":[1],"scenarios,":[2],"such":[3,20],"as":[4,21],"meetings,":[5],"negotiations,":[6],"and":[7,26,57,89,99,112,149,175,180],"team":[8],"sports,":[9],"messages":[10],"must":[11],"be":[12],"conveyed":[13],"without":[14,65],"detection":[15],"by":[16],"noncollaborators.":[17],"Previous":[18],"methods,":[19,148],"encrypting":[22],"messages,":[23],"eye":[24],"contact,":[25],"micro-gestures,":[27],"had":[28],"problems":[29],"with":[30],"either":[31],"inaccurate":[32],"information":[33],"transmission":[34],"or":[35],"leakage":[36],"of":[37,79,120,164,178],"interaction":[38],"intentions.":[39],"To":[40],"this":[41,69,158],"end,":[42],"a":[43],"novel":[44],"gesture-free":[45,115,182],"hand":[46,63,183],"intention":[47,184],"recognition":[48],"scheme":[49],"was":[50],"proposed,":[51],"that":[52],"adopted":[53],"surface":[54],"electromyography":[55],"(sEMG)":[56],"isometric":[58],"contraction":[59],"theory":[60],"to":[61,95,109,153],"recognize":[62],"intentions":[64],"any":[66],"gesture.":[67],"Specifically,":[68],"work":[70],"includes":[71],"four":[72],"aspects:":[73],"first,":[74],"the":[75,80,84,90,105,114,134,161],"experimental":[76],"system,":[77],"consisting":[78],"self-conducted":[81],"myoelectric":[82],"wristband,":[83],"matched":[85],"host":[86],"computer":[87],"software,":[88],"sports":[91],"platform,":[92],"is":[93,107],"built":[94],"get":[96],"sEMG":[97,116,146],"signals":[98,119],"simulate":[100],"multiple":[101],"usage":[102],"scenarios;":[103],"second,":[104],"paradigm":[106],"designed":[108],"standard":[110],"prompt":[111],"collect":[113],"datasets.":[117],"Eight-channel":[118],"ten":[121],"subjects":[122,186],"were":[123],"recorded":[124],"twice":[125],"per":[126],"subject":[127],"at":[128],"about":[129],"5\u201310":[130],"days":[131],"intervals;":[132],"third,":[133],"toolbox":[135],"integrates":[136],"preprocessing":[137],"methods":[138,167],"(data":[139],"segmentation,":[140],"filter,":[141],"normalization,":[142],"etc.),":[143],"widely":[144,165],"used":[145,166],"classification":[147],"various":[150],"plotting":[151],"functions,":[152],"facilitate":[154],"future":[155],"research":[156],"based":[157],"dataset;":[159],"fourth,":[160],"benchmark":[162],"results":[163,171],"are":[168],"provided.":[169],"The":[170],"involve":[172],"single-day,":[173],"cross-day,":[174],"cross-subject":[176],"experiments":[177],"six-class":[179],"12-class":[181],"when":[185],"have":[187],"different":[188],"time":[189],"windows.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}