{"id":"https://openalex.org/W4409473940","doi":"https://doi.org/10.1109/access.2025.3560665","title":"STMS-Net: Spatial Temporal Multi-Spectral Network for sEMG Gesture Recognition","display_name":"STMS-Net: Spatial Temporal Multi-Spectral Network for sEMG Gesture Recognition","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409473940","doi":"https://doi.org/10.1109/access.2025.3560665"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3560665","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560665","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3560665","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117163378","display_name":"Wang Sijin","orcid":null},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Sijin","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China"],"raw_orcid":"https://orcid.org/0009-0002-2848-6754","affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105839263","display_name":"Tan Jian-jun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tan Jianjun","raw_affiliation_strings":["School of the Intelligent Engineering, Hubei Enshi College, Enshi, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of the Intelligent Engineering, Hubei Enshi College, Enshi, Hubei, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047091027","display_name":"Zhou Bingtao","orcid":"https://orcid.org/0000-0002-7844-220X"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou Bingtao","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China"],"raw_orcid":"https://orcid.org/0000-0002-7844-220X","affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066091502","display_name":"Tao Hu","orcid":"https://orcid.org/0009-0002-6661-2723"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hu Tao","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035877903","display_name":"Li Zhu","orcid":"https://orcid.org/0000-0002-2731-4558"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu Li","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046838436","display_name":"Mian Xiang","orcid":"https://orcid.org/0000-0002-1632-2923"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Mian","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China"],"raw_orcid":"https://orcid.org/0000-0002-1632-2923","affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, Hubei, China","institution_ids":["https://openalex.org/I145897649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.8069,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.88881339,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"67867","last_page":"67881"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9955999851226807,"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":0.9955999851226807,"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":0.9563999772071838,"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/T10914","display_name":"Tactile and Sensory Interactions","score":0.9294000267982483,"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/computer-science","display_name":"Computer science","score":0.8113116025924683},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6542226076126099},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.6328799724578857},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.5935676097869873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5621687769889832},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.538917601108551},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3635740876197815}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8113116025924683},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6542226076126099},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.6328799724578857},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.5935676097869873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5621687769889832},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.538917601108551},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3635740876197815}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3560665","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560665","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f43c714ce500406ab93b79966d5f4a1c","is_oa":true,"landing_page_url":"https://doaj.org/article/f43c714ce500406ab93b79966d5f4a1c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 67867-67881 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3560665","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560665","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1139463199","display_name":null,"funder_award_id":"2023AFD061","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"},{"id":"https://openalex.org/G7689733183","display_name":null,"funder_award_id":"T2023013","funder_id":"https://openalex.org/F4320330205","funder_display_name":"Program for Science and Technology Innovation Team in Colleges of Hubei Province"}],"funders":[{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null},{"id":"https://openalex.org/F4320330205","display_name":"Program for Science and Technology Innovation Team in Colleges of Hubei Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2041345816","https://openalex.org/W2740409956","https://openalex.org/W2770348256","https://openalex.org/W2973700007","https://openalex.org/W2977057839","https://openalex.org/W3011014576","https://openalex.org/W3130072573","https://openalex.org/W3194646245","https://openalex.org/W3211130117","https://openalex.org/W4214579445","https://openalex.org/W4282032687","https://openalex.org/W4282917354","https://openalex.org/W4308431913","https://openalex.org/W4309675544","https://openalex.org/W4312258495","https://openalex.org/W4317496688","https://openalex.org/W4321607994","https://openalex.org/W4323319976","https://openalex.org/W4323927812","https://openalex.org/W4327521640","https://openalex.org/W4360619235","https://openalex.org/W4364322735","https://openalex.org/W4382359328","https://openalex.org/W4383222050","https://openalex.org/W4384937446","https://openalex.org/W4385245566","https://openalex.org/W4385299413","https://openalex.org/W4386812778","https://openalex.org/W4386827701","https://openalex.org/W4387609214","https://openalex.org/W4389317738","https://openalex.org/W4389775154","https://openalex.org/W4390422291","https://openalex.org/W4396500269","https://openalex.org/W4400204804","https://openalex.org/W4400975278","https://openalex.org/W4401415934","https://openalex.org/W4401579589","https://openalex.org/W4402809892","https://openalex.org/W4404932908","https://openalex.org/W4405843542","https://openalex.org/W4405855313"],"related_works":["https://openalex.org/W2537963312","https://openalex.org/W2066003895","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":{"Accurate":[0],"gestures":[1],"recognition":[2,41],"of":[3,12,51,55,128],"sEMG":[4,21,52,57],"plays":[5],"an":[6],"important":[7],"role":[8],"in":[9,117],"the":[10,40,45,93,99,110,121,143,177,191],"field":[11],"human-robot":[13],"interaction.":[14],"Currently,":[15],"researchers":[16],"commonly":[17],"extracted":[18],"feature":[19],"from":[20,131],"signals":[22],"though":[23],"spatial":[24,95,100,122,132],"or":[25,133,197],"temporal":[26,47,111],"views.":[27],"This":[28],"paper":[29],"introduces":[30],"a":[31,62,67,81],"novel":[32],"Spatial":[33],"Temporal":[34],"Multi-Spectral":[35],"Network":[36,87],"(STMS-Net)":[37],"to":[38,65,91,107,141],"improve":[39],"capability":[42],"by":[43,61],"leveraging":[44],"spatial,":[46],"and":[48,112,136,149,173,175],"spectral":[49,113,134],"features":[50,101,123],"signals.":[53],"First":[54],"all,":[56],"signal":[58],"is":[59,72,89,139],"filtered":[60],"filter":[63],"bank":[64],"obtain":[66],"multi-spectral":[68],"data,":[69],"then":[70],"it":[71],"segmented":[73],"into":[74],"several":[75],"fragments.":[76],"Afterwards,":[77],"for":[78],"each":[79],"fragment,":[80],"Multilayer":[82],"Perceptron(MLP)":[83],"Combining":[84],"Max":[85],"Pooling":[86],"(MCMP-Net)":[88],"employed":[90,140],"extract":[92],"local":[94],"features.":[96],"After":[97],"that,":[98],"undergo":[102],"two":[103,119],"self-attention":[104],"based":[105],"modules":[106],"aware":[108],"both":[109],"interdependence":[114],"within":[115],"them,":[116],"those":[118],"modules,":[120],"are":[124,152,181],"regarded":[125],"as":[126,154],"tokens":[127],"attention":[129],"layer":[130,151],"views,":[135],"dimension":[137],"rearrangement":[138],"streamline":[142],"network":[144],"operations.":[145],"At":[146],"last,":[147],"MLP":[148],"Softmax":[150],"operated":[153],"classification":[155],"head.":[156],"We":[157],"evaluate":[158],"our":[159],"model":[160],"on":[161,179],"eight":[162],"benchmark":[163],"datasets:":[164],"NinaPro":[165],"DB1,":[166],"DB2,":[167],"DB4,":[168],"DB5,":[169],"CapgMyo":[170],"DB-a,":[171],"DB-b,":[172],"DB-c,":[174],"BandMyo,":[176],"accuracy":[178],"them":[180],"91.9%,":[182],"90.0%,":[183],"90.1%,":[184],"96.1%,":[185],"94.1%,":[186],"93.8%,":[187],"95.1%,":[188],"76.9%,":[189],"respectively,":[190],"results":[192],"show":[193],"that":[194],"STMS-Net":[195],"achieves":[196],"exceeds":[198],"state-of-art":[199],"performance.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
