{"id":"https://openalex.org/W4312436715","doi":"https://doi.org/10.1142/s0219265921470290","title":"The Capture and Evaluation System of Student Actions in Physical Education Classroom Based on Deep Learning","display_name":"The Capture and Evaluation System of Student Actions in Physical Education Classroom Based on Deep Learning","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4312436715","doi":"https://doi.org/10.1142/s0219265921470290"},"language":"en","primary_location":{"id":"doi:10.1142/s0219265921470290","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219265921470290","pdf_url":null,"source":{"id":"https://openalex.org/S63112013","display_name":"Journal of Interconnection Networks","issn_l":"0219-2659","issn":["0219-2659","1793-6713"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Interconnection Networks","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/A5076706292","display_name":"Guiyun Liu","orcid":"https://orcid.org/0000-0002-4830-8878"},"institutions":[{"id":"https://openalex.org/I31590910","display_name":"Jianghan University","ror":"https://ror.org/041c9x778","country_code":"CN","type":"education","lineage":["https://openalex.org/I31590910"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guiyun Liu","raw_affiliation_strings":["Sport College, Jianghan University, Wuhan 430056, Hubei, P. R. China"],"affiliations":[{"raw_affiliation_string":"Sport College, Jianghan University, Wuhan 430056, Hubei, P. R. China","institution_ids":["https://openalex.org/I31590910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001607102","display_name":"Rub\u00e9n Gonz\u00e1lez Crespo","orcid":"https://orcid.org/0000-0001-5541-6319"},"institutions":[{"id":"https://openalex.org/I4210116615","display_name":"Universidad Internacional De La Rioja","ror":"https://ror.org/029gnnp81","country_code":"ES","type":"education","lineage":["https://openalex.org/I4210116615"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rub\u00e9n Gonz\u00e1lez Crespo","raw_affiliation_strings":["Computer Science Department, School of Engineering and Technology, Universidad Internacional de La Rioja, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, School of Engineering and Technology, Universidad Internacional de La Rioja, Spain","institution_ids":["https://openalex.org/I4210116615"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103270204","display_name":"Adhiyaman Manickam","orcid":"https://orcid.org/0000-0003-3183-4780"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Adhiyaman Manickam","raw_affiliation_strings":["Research Institute for Future Media Computing, College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, P. R. China"],"affiliations":[{"raw_affiliation_string":"Research Institute for Future Media Computing, College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, P. R. China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5076706292"],"corresponding_institution_ids":["https://openalex.org/I31590910"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25931466,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"Supp05","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13647","display_name":"AI and Big Data Applications","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13647","display_name":"AI and Big Data Applications","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9879000186920166,"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/T13567","display_name":"AI and Multimedia in Education","score":0.9714000225067139,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/trainer","display_name":"Trainer","score":0.8010094165802002},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7447750568389893},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6143158078193665},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5901819467544556},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.574429988861084},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5210349559783936},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.47537150979042053},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.4464074969291687},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4359568655490875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4325270354747772},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4100556969642639},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3732043504714966},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3605842590332031},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1748506724834442}],"concepts":[{"id":"https://openalex.org/C2780463512","wikidata":"https://www.wikidata.org/wiki/Q15122700","display_name":"Trainer","level":2,"score":0.8010094165802002},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7447750568389893},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6143158078193665},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5901819467544556},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.574429988861084},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5210349559783936},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.47537150979042053},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.4464074969291687},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4359568655490875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4325270354747772},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4100556969642639},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3732043504714966},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3605842590332031},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1748506724834442},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s0219265921470290","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219265921470290","pdf_url":null,"source":{"id":"https://openalex.org/S63112013","display_name":"Journal of Interconnection Networks","issn_l":"0219-2659","issn":["0219-2659","1793-6713"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Interconnection Networks","raw_type":"journal-article"},{"id":"pmh:oai:reunir.unir.net:123456789/14605","is_oa":false,"landing_page_url":"https://reunir.unir.net/handle/123456789/14605","pdf_url":null,"source":{"id":"https://openalex.org/S4306400329","display_name":"Re-Unir (International University of La Rioja)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Articulo Revista Indexada"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5899999737739563,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2797602528","https://openalex.org/W2800583139","https://openalex.org/W2810339109","https://openalex.org/W2823613278","https://openalex.org/W2889995282","https://openalex.org/W2894049913","https://openalex.org/W2896348597","https://openalex.org/W2900122422","https://openalex.org/W2900849519","https://openalex.org/W2908155528","https://openalex.org/W2914227078","https://openalex.org/W2926822960","https://openalex.org/W2941089668","https://openalex.org/W2948930564","https://openalex.org/W2950886741","https://openalex.org/W2970947859","https://openalex.org/W2974408721","https://openalex.org/W2978212102","https://openalex.org/W2986670104","https://openalex.org/W2998047972","https://openalex.org/W2998801406","https://openalex.org/W3016422726","https://openalex.org/W3029251081","https://openalex.org/W3037120661","https://openalex.org/W3048941751","https://openalex.org/W3103608651","https://openalex.org/W3116038220","https://openalex.org/W3140372349","https://openalex.org/W4200583450","https://openalex.org/W4229503647"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3092506759","https://openalex.org/W138569904","https://openalex.org/W3010890513","https://openalex.org/W2390914021","https://openalex.org/W2389417819","https://openalex.org/W2368524271"],"abstract_inverted_index":{"Nowadays,":[0],"it":[1,203,218],"is":[2,22,50,77,89,187],"essential":[3],"to":[4,15,56,150,189],"capture":[5,48,66,83,206],"and":[6,35,60,84,100,106,143,154,207,228],"evaluate":[7,36,208],"student":[8,81],"action":[9,82,211],"in":[10,24,69,97,122,133,156,172,183,212],"the":[11,29,37,41,44,62,80,90,147,157,166,190,197],"physical":[12,25,214],"education":[13],"classroom":[14,47,65],"assess":[16],"their":[17],"behavior.":[18],"Every":[19,27],"student\u2019s":[20,185,210],"performance":[21,186],"unique":[23,181],"activity.":[26],"time,":[28],"staff":[30],"or":[31],"trainer":[32],"cannot":[33],"watch":[34],"students":[38],"individually.":[39],"At":[40],"university":[42,70],"level,":[43],"use":[45,96],"of":[46,92,169,180,196],"systems":[49],"becoming":[51],"more":[52],"widespread.":[53],"However,":[54],"due":[55],"technology\u2019s":[57],"recent":[58],"growth":[59],"application,":[61],"research":[63],"on":[64,165],"systems\u2019":[67],"efficacy":[68],"classrooms":[71],"has":[72],"been":[73],"minimal.":[74],"This":[75,102],"paper":[76],"proposed":[78,198],"for":[79,95,140],"evaluation":[85,179],"system.":[86],"Image":[87],"preprocessing":[88],"process":[91],"preparing":[93],"pictures":[94],"model":[98],"training":[99],"inference.":[101],"covers":[103],"resizing,":[104],"orienting,":[105],"color":[107],"adjustments,":[108],"among":[109],"other":[110],"things.":[111],"As":[112],"a":[113,115,130],"result,":[114],"change":[116],"that":[117,202,220],"can":[118,125,204],"be":[119,126],"an":[120],"augmentation":[121],"certain":[123],"cases":[124],"better":[127],"served":[128],"as":[129],"pretreatment":[131],"step":[132],"others.":[134],"The":[135,159,178,193],"DL-IF":[136,145,200],"uses":[137,146],"cloud":[138],"technology":[139,149],"data":[141,161,170],"storage":[142],"evaluation.":[144],"imaging":[148],"monitor":[151],"students\u2019":[152],"actions":[153],"responses":[155],"classroom.":[158],"image":[160],"are":[162],"evaluated":[163],"based":[164],"trained":[167],"set":[168],"provided":[171],"DL-IF\u2019s":[173],"Artificial":[174],"Neural":[175],"Network":[176],"(ANN).":[177],"individuality":[182],"every":[184,209],"reported":[188],"respective":[191],"trainer.":[192],"simulation":[194],"analysis":[195],"method":[199],"proves":[201],"monitor,":[205],"all":[213],"activity":[215],"classrooms.":[216],"Hence,":[217],"proved":[219],"this":[221],"framework":[222],"could":[223],"work":[224],"with":[225],"high":[226],"accuracy":[227],"minimized":[229],"mean":[230],"square":[231],"error":[232],"rate.":[233]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
