{"id":"https://openalex.org/W7154124239","doi":"https://doi.org/10.65136/ejbm.v9is1.218","title":"Facilitating Intelligent Evaluation and Analysis of Teachers\u2019 Teaching Behaviors Based on Improved Yolov8 Algorithm","display_name":"Facilitating Intelligent Evaluation and Analysis of Teachers\u2019 Teaching Behaviors Based on Improved Yolov8 Algorithm","publication_year":2024,"publication_date":"2024-05-01","ids":{"openalex":"https://openalex.org/W7154124239","doi":"https://doi.org/10.65136/ejbm.v9is1.218"},"language":"en","primary_location":{"id":"doi:10.65136/ejbm.v9is1.218","doi":"https://doi.org/10.65136/ejbm.v9is1.218","is_oa":true,"landing_page_url":"https://doi.org/10.65136/ejbm.v9is1.218","pdf_url":"https://ejbm.apu.edu.my/index.php/EJBM/article/download/218/182","source":{"id":"https://openalex.org/S5407054496","display_name":"Electronic Journal of Business and Management","issn_l":"2550-1380","issn":["2550-1380"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I181397559","host_organization_name":"Asia Pacific University of Technology & Innovation","host_organization_lineage":["https://openalex.org/I181397559"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Journal of Business and Management","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ejbm.apu.edu.my/index.php/EJBM/article/download/218/182","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100359392","display_name":"Liu Lihua","orcid":"https://orcid.org/0000-0003-2482-2458","observed_orcids":["https://orcid.org/0000-0003-2482-2458"]},"institutions":[{"id":"https://openalex.org/I4405281421","display_name":"Jiangsu Open University","ror":"https://ror.org/04an55a47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405281421"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu Lihua","raw_affiliation_strings":["Jiangsu Open University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Open University, China","institution_ids":["https://openalex.org/I4405281421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133475924","display_name":"Li Fengxia","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405281421","display_name":"Jiangsu Open University","ror":"https://ror.org/04an55a47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405281421"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Fengxia","raw_affiliation_strings":["Jiangsu Open University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Open University, China","institution_ids":["https://openalex.org/I4405281421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133489349","display_name":"Feng Yujia","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405281421","display_name":"Jiangsu Open University","ror":"https://ror.org/04an55a47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405281421"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Yujia","raw_affiliation_strings":["Jiangsu Open University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Open University, China","institution_ids":["https://openalex.org/I4405281421"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5133535941","display_name":"Zhang Wei","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405281421","display_name":"Jiangsu Open University","ror":"https://ror.org/04an55a47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405281421"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang Wei","raw_affiliation_strings":["Jiangsu Open University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Open University, China","institution_ids":["https://openalex.org/I4405281421"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405281421"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"S1","first_page":"55","last_page":"66"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.8554999828338623,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.8554999828338623,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.11240000277757645,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.0284000001847744,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/classroom-behavior-analysis","display_name":"classroom behavior analysis","score":0.8309999704360962},{"id":"https://openalex.org/keywords/yolov8","display_name":"YOLOv8","score":0.8460000157356262},{"id":"https://openalex.org/keywords/rest","display_name":"rest","score":0.777999997138977},{"id":"https://openalex.org/keywords/object-detection","display_name":"object detection","score":0.8730000257492065},{"id":"https://openalex.org/keywords/distance-education","display_name":"distance education","score":0.8190000057220459},{"id":"https://openalex.org/keywords/teaching-evaluation","display_name":"teaching evaluation","score":0.8700000047683716}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6693999767303467},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5605999827384949},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5404000282287598},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5170999765396118},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.4726000130176544},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.45559999346733093},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4374000132083893},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42640000581741333},{"id":"https://openalex.org/C77265313","wikidata":"https://www.wikidata.org/wiki/Q879844","display_name":"Rest (music)","level":2,"score":0.4251999855041504},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4000999927520752},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.399399995803833},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.3763999938964844},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.357699990272522},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.329800009727478},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.3285999894142151},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32739999890327454},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.31029999256134033},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.2939000129699707},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.28679999709129333},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.274399995803833},{"id":"https://openalex.org/C33326189","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information integration","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.65136/ejbm.v9is1.218","doi":"https://doi.org/10.65136/ejbm.v9is1.218","is_oa":true,"landing_page_url":"https://doi.org/10.65136/ejbm.v9is1.218","pdf_url":"https://ejbm.apu.edu.my/index.php/EJBM/article/download/218/182","source":{"id":"https://openalex.org/S5407054496","display_name":"Electronic Journal of Business and Management","issn_l":"2550-1380","issn":["2550-1380"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I181397559","host_organization_name":"Asia Pacific University of Technology & Innovation","host_organization_lineage":["https://openalex.org/I181397559"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Journal of Business and Management","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.65136/ejbm.v9is1.218","doi":"https://doi.org/10.65136/ejbm.v9is1.218","is_oa":true,"landing_page_url":"https://doi.org/10.65136/ejbm.v9is1.218","pdf_url":"https://ejbm.apu.edu.my/index.php/EJBM/article/download/218/182","source":{"id":"https://openalex.org/S5407054496","display_name":"Electronic Journal of Business and Management","issn_l":"2550-1380","issn":["2550-1380"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I181397559","host_organization_name":"Asia Pacific University of Technology & Innovation","host_organization_lineage":["https://openalex.org/I181397559"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Journal of Business and Management","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7154124239.pdf","grobid_xml":"https://content.openalex.org/works/W7154124239.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W3094502228"],"related_works":["https://openalex.org/W4413827155","https://openalex.org/W7131884079","https://openalex.org/W7161714373","https://openalex.org/W4402690011","https://openalex.org/W7204767056","https://openalex.org/W7128909671","https://openalex.org/W7213355272","https://openalex.org/W7102404630","https://openalex.org/W4399137722","https://openalex.org/W7114787154"],"abstract_inverted_index":{"Teachers'":[0],"classroom":[1,176],"behavior":[2,41,137,177],"analysis":[3,10],"is":[4,66,74,180],"a":[5,94],"crucial":[6],"component":[7],"of":[8,17,24,33,47,80,87,104,114,130,183],"teaching":[9,48,52],"and":[11,21,26,50,57,96,99,162,168,187],"evaluation.":[12],"With":[13],"the":[14,22,31,44,60,77,84,88,101,105,110,115,118,123,127,131,148,152,173],"deep":[15],"integration":[16],"Artificial":[18],"Intelligence":[19],"technology":[20],"field":[23],"education":[25],"teaching,":[27],"this":[28,156],"paper":[29,157],"investigates":[30],"application":[32],"object":[34,89],"detection":[35,138],"techniques":[36],"to":[37,82,108,126,133,147],"delve":[38],"into":[39,62],"teacher":[40],"data,":[42],"optimize":[43],"traditional":[45],"mode":[46],"analysis,":[49],"ensure":[51],"evaluations":[53],"are":[54],"more":[55],"objective":[56],"fairer.":[58],"Integrating":[59],"ResT":[61,65],"YOLOv8":[63],"algorithm,":[64],"an":[67,181],"efficient":[68],"multi-scale":[69],"visual":[70],"Transformer":[71],"structure,":[72],"which":[73,179],"based":[75],"on":[76,90,117,172],"design":[78],"structure":[79],"ResNet":[81],"capture":[83],"feature":[85,111],"information":[86,129],"different":[91],"scales":[92],"in":[93,155,164],"phased":[95],"fine-grained":[97],"manner,":[98],"models":[100],"global":[102],"dependence":[103],"image":[106,132],"relationship":[107],"enhance":[109],"extraction":[112],"ability":[113],"model":[116,150],"target":[119],"object,":[120],"while":[121],"reducing":[122],"model's":[124],"attention":[125],"background":[128],"achieve":[134],"high-precision":[135],"teachers\u2019":[136],"for":[139],"Remote":[140],"Education.":[141],"Extensive":[142],"experiments":[143],"demonstrate":[144],"that,":[145],"relative":[146],"benchmark":[149],"YOLOv8,":[151],"algorithm":[153],"presented":[154],"achieves":[158],"93.8%,":[159],"92.8%,":[160],"95.3%,":[161],"85.3%":[163],"Precision,":[165],"Recall,":[166],"mAP50,":[167],"mAP50-95":[169],"metrics":[170],"respectively":[171],"self-constructed":[174],"teachers'":[175],"dataset,":[178],"improvement":[182],"3.5%,":[184],"2.9%,":[185],"3.1%,":[186],"2.7%,":[188],"respectively.":[189]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-04-14T00:00:00"}