{"id":"https://openalex.org/W4399170897","doi":"https://doi.org/10.1142/s0218001424550073","title":"Multimodal Gesture Recognition with Spatio-Temporal Features Fusion Based on YOLOv5 and MediaPipe","display_name":"Multimodal Gesture Recognition with Spatio-Temporal Features Fusion Based on YOLOv5 and MediaPipe","publication_year":2024,"publication_date":"2024-05-30","ids":{"openalex":"https://openalex.org/W4399170897","doi":"https://doi.org/10.1142/s0218001424550073"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001424550073","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s0218001424550073","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1142/s0218001424550073","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037849780","display_name":"Wenyi Cao","orcid":"https://orcid.org/0009-0007-3257-4569"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]},{"id":"https://openalex.org/I95946905","display_name":"Hebei GEO University","ror":"https://ror.org/013x4kb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I95946905"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyi Cao","raw_affiliation_strings":["Department of Applied Statistics, Hebei GEO University, Shijiazhuang 050031, P.\u00a0R.\u00a0China","School of Foreign Languages, Southwest Jiaotong University, Chengdu 610031, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0007-3257-4569","affiliations":[{"raw_affiliation_string":"Department of Applied Statistics, Hebei GEO University, Shijiazhuang 050031, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I95946905"]},{"raw_affiliation_string":"School of Foreign Languages, Southwest Jiaotong University, Chengdu 610031, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013369718","display_name":"Peiqi Lu","orcid":"https://orcid.org/0009-0009-0871-639X"},"institutions":[{"id":"https://openalex.org/I4210155952","display_name":"Qingdao Huanghai University","ror":"https://ror.org/05e1zbn94","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210155952"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiqi Lu","raw_affiliation_strings":["School of Big Data, Qingdao Huanghai University, Qingdao 266427, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0009-0871-639X","affiliations":[{"raw_affiliation_string":"School of Big Data, Qingdao Huanghai University, Qingdao 266427, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210155952"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081025116","display_name":"Wenxin Cao","orcid":"https://orcid.org/0009-0005-2562-6397"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]},{"id":"https://openalex.org/I95946905","display_name":"Hebei GEO University","ror":"https://ror.org/013x4kb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I95946905"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxin Cao","raw_affiliation_strings":["Department of Applied Statistics, Hebei GEO University, Shijiazhuang 050031, P.\u00a0R.\u00a0China","School of Foreign Languages, Southwest Jiaotong University, Chengdu 610031, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0005-2562-6397","affiliations":[{"raw_affiliation_string":"Department of Applied Statistics, Hebei GEO University, Shijiazhuang 050031, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I95946905"]},{"raw_affiliation_string":"School of Foreign Languages, Southwest Jiaotong University, Chengdu 610031, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.1072,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.91235403,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"38","issue":"08","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":1.0,"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":1.0,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10653","display_name":"Robot Manipulation and Learning","score":0.9718000292778015,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8309691548347473},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.7927681803703308},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7110748291015625},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.7064003348350525},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5867915749549866},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5057821273803711},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5035313963890076},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.43171754479408264},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3950045108795166}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8309691548347473},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.7927681803703308},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7110748291015625},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.7064003348350525},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5867915749549866},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5057821273803711},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5035313963890076},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.43171754479408264},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3950045108795166},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001424550073","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s0218001424550073","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1142/s0218001424550073","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s0218001424550073","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1982439832","https://openalex.org/W1994710369","https://openalex.org/W2011335679","https://openalex.org/W2012338700","https://openalex.org/W2098564813","https://openalex.org/W2102139844","https://openalex.org/W2210697964","https://openalex.org/W2337434236","https://openalex.org/W2526384350","https://openalex.org/W2914322107","https://openalex.org/W2934708523","https://openalex.org/W2944921296","https://openalex.org/W2978088897","https://openalex.org/W2989090019","https://openalex.org/W2999165370","https://openalex.org/W3083281679","https://openalex.org/W3119213853","https://openalex.org/W3120218887","https://openalex.org/W3138500782","https://openalex.org/W3198485719","https://openalex.org/W4205754345","https://openalex.org/W4224940354","https://openalex.org/W4232275192","https://openalex.org/W4281738330","https://openalex.org/W4282926755","https://openalex.org/W4283732374","https://openalex.org/W4285392741","https://openalex.org/W4285792256","https://openalex.org/W4285796911","https://openalex.org/W4287887757","https://openalex.org/W4289913053","https://openalex.org/W4291734217","https://openalex.org/W4294168339","https://openalex.org/W4295016746","https://openalex.org/W4296049798","https://openalex.org/W4297509749","https://openalex.org/W4306839741","https://openalex.org/W4308723559","https://openalex.org/W4310213200","https://openalex.org/W4311017339","https://openalex.org/W4311772788","https://openalex.org/W4312368028","https://openalex.org/W4312560401","https://openalex.org/W4313555304","https://openalex.org/W4318465137","https://openalex.org/W4318594917","https://openalex.org/W4323316516","https://openalex.org/W4323849828","https://openalex.org/W4361987874","https://openalex.org/W4362591270","https://openalex.org/W4382487943"],"related_works":["https://openalex.org/W2537963312","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/W2805039731","https://openalex.org/W2989699735"],"abstract_inverted_index":{"As":[0],"a":[1,46],"natural,":[2],"intuitive":[3],"and":[4,23,26,40,55,64,90,102,115,120,144],"easy-to-learn":[5],"mode":[6],"of":[7,79,105,139],"interaction,":[8],"gesture":[9,49,107,123],"plays":[10],"an":[11],"important":[12],"role":[13],"in":[14],"communication.":[15],"Hand":[16],"detection,":[17],"containing":[18],"multimodal":[19,47],"information,":[20],"includes":[21],"static":[22],"dynamic":[24],"detection":[25,137],"involves":[27],"intricate":[28],"spatial":[29],"relationship":[30],"problems":[31],"such":[32],"as":[33],"different":[34,106],"hand":[35,48,71],"sizes,":[36],"complex":[37],"joints,":[38],"occlusion":[39],"self-occlusion.":[41],"This":[42],"study":[43],"focused":[44],"on":[45,53,98],"recognition":[50,104,124,146],"system":[51,125],"based":[52,97],"YOLOv5":[54,100],"MediaPipe":[56],"with":[57],"fused":[58],"spatio-temporal":[59],"features.":[60],"First,":[61],"the":[62,75,86,99,103,135,140,145],"Mediapipe":[63],"OpenCV":[65],"libraries":[66],"were":[67],"employed":[68],"to":[69],"implement":[70],"keypoint":[72],"detection.":[73],"Subsequently,":[74],"human\u2013computer":[76],"interaction":[77],"(HCI)":[78],"volume":[80],"control":[81],"was":[82,95,109,113,128],"realized":[83],"by":[84],"identifying":[85],"distance":[87],"between":[88],"thumb":[89],"index.":[91],"Finally,":[92],"model":[93,141],"training":[94],"conducted":[96],"algorithm,":[101],"categories":[108],"realized.":[110],"The":[111,122],"performance":[112],"evaluated":[114],"compared":[116],"through":[117,130],"YOLOv5s,":[118],"YOLOv5m,":[119],"YOLOv5l.":[121],"interface":[126],"visualization":[127],"achieved":[129],"pyqt5.":[131],"Experiments":[132],"show":[133],"that":[134],"average":[136],"accuracy":[138],"is":[142,148],"99.4%":[143],"speed":[147],"around":[149],"0.2[Formula:":[150],"see":[151],"text]s.":[152]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
