{"id":"https://openalex.org/W7170176246","doi":"https://doi.org/10.5755/j01.itc.55.2.43457","title":"Driver Behavior\u00a0Detection Method Based\u00a0on Improved YOLOv8","display_name":"Driver Behavior\u00a0Detection Method Based\u00a0on Improved YOLOv8","publication_year":2026,"publication_date":"2026-07-23","ids":{"openalex":"https://openalex.org/W7170176246","doi":"https://doi.org/10.5755/j01.itc.55.2.43457"},"language":null,"primary_location":{"id":"doi:10.5755/j01.itc.55.2.43457","is_oa":true,"landing_page_url":"https://doi.org/10.5755/j01.itc.55.2.43457","pdf_url":null,"source":{"id":"https://openalex.org/S61708620","display_name":"Information Technology And Control","issn_l":"1392-124X","issn":["1392-124X","2335-884X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317509","host_organization_name":"Kaunas University of Technology","host_organization_lineage":["https://openalex.org/P4310317509"],"host_organization_lineage_names":["Kaunas University of Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology and Control","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5755/j01.itc.55.2.43457","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5143478017","display_name":"Guozhu Sui","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guozhu Sui","raw_affiliation_strings":["School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5143467737","display_name":"Meixia Song","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meixia Song","raw_affiliation_strings":["School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104197141","display_name":"Sun H","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyun Sun","raw_affiliation_strings":["School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052631785","display_name":"Junlin Sha","orcid":"https://orcid.org/0009-0004-6248-3383"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junlin Sha","raw_affiliation_strings":["School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036362630","display_name":"M Q Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingzhen Zhang","raw_affiliation_strings":["School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100942627","display_name":"Qingyi Yang","orcid":"https://orcid.org/0009-0000-9502-335X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingyi Yang","raw_affiliation_strings":["School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5143518044","display_name":"Zhao Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao Xu","raw_affiliation_strings":["School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Electrical Engineering, Dalian University of Science and Technology, Dalian, 116052, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":500,"currency":"EUR","value_usd":539},"apc_paid":{"value":500,"currency":"EUR","value_usd":539},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.84700442,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"55","issue":"2","first_page":"858","last_page":"879"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.40860000252723694,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.40860000252723694,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10036","display_name":"Advanced Neural Network Applications","score":0.10289999842643738,"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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.04600000008940697,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/advanced-driver-assistance-systems","display_name":"Advanced driver assistance systems","score":0.7282000184059143},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5806999802589417},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5561000108718872},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.475600004196167},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.43320000171661377},{"id":"https://openalex.org/keywords/flops","display_name":"FLOPS","score":0.4162999987602234},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.3725999891757965}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7843000292778015},{"id":"https://openalex.org/C87833898","wikidata":"https://www.wikidata.org/wiki/Q1060280","display_name":"Advanced driver assistance systems","level":2,"score":0.7282000184059143},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5806999802589417},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5561000108718872},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5202999711036682},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.475600004196167},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.43320000171661377},{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.4162999987602234},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.3725999891757965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3465000092983246},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3422999978065491},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.3416999876499176},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33980000019073486},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.31929999589920044},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.30079999566078186},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2653000056743622},{"id":"https://openalex.org/C151043444","wikidata":"https://www.wikidata.org/wiki/Q28253","display_name":"Lane departure warning system","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25380000472068787}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5755/j01.itc.55.2.43457","is_oa":true,"landing_page_url":"https://doi.org/10.5755/j01.itc.55.2.43457","pdf_url":null,"source":{"id":"https://openalex.org/S61708620","display_name":"Information Technology And Control","issn_l":"1392-124X","issn":["1392-124X","2335-884X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317509","host_organization_name":"Kaunas University of Technology","host_organization_lineage":["https://openalex.org/P4310317509"],"host_organization_lineage_names":["Kaunas University of Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology and Control","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.5755/j01.itc.55.2.43457","is_oa":true,"landing_page_url":"https://doi.org/10.5755/j01.itc.55.2.43457","pdf_url":null,"source":{"id":"https://openalex.org/S61708620","display_name":"Information Technology And Control","issn_l":"1392-124X","issn":["1392-124X","2335-884X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317509","host_organization_name":"Kaunas University of Technology","host_organization_lineage":["https://openalex.org/P4310317509"],"host_organization_lineage_names":["Kaunas University of Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology and Control","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"As":[0],"a":[1,18,88],"core":[2],"interaction":[3],"in":[4,22,143],"the":[5,48,60,85,103,115],"human-vehicle-road":[6],"system,":[7],"automated":[8],"and":[9,26,52,78,94,105,129,148],"refined":[10],"detection":[11,72],"of":[12,50,107,145],"driving":[13,157],"behavior":[14,109,158],"has":[15],"emerged":[16],"as":[17],"crucial":[19],"research":[20,137],"direction":[21],"intelligent":[23],"transportation":[24],"systems":[25],"advanced":[27],"driver":[28,108],"assistance":[29],"systems.":[30],"Traditional":[31],"post-event":[32],"monitoring":[33],"models":[34,142],"that":[35,114],"rely":[36],"on":[37],"manual":[38],"or":[39],"sensor-based":[40],"methods":[41],"are":[42],"no":[43],"longer":[44],"able":[45],"to":[46,81,100,134],"meet":[47],"requirements":[49],"real-time":[51,156],"accurate":[53],"risk":[54],"identification.":[55],"Therefore,":[56],"this":[57],"study":[58,86],"proposes":[59],"You":[61],"Only":[62],"Look":[63],"Once":[64],"-":[65,67,69],"Lightweight":[66],"BiFPN":[68],"ECA":[70,98],"(YOLO-LBE)":[71],"method.":[73],"By":[74],"integrating":[75],"ghost":[76],"convolution":[77],"GhostC2f":[79],"modules":[80],"diminish":[82],"computational":[83],"complexity,":[84],"employs":[87],"weighted":[89],"bidirectional":[90],"feature":[91],"pyramid":[92],"network,":[93],"further":[95],"embed":[96],"an":[97],"module":[99],"significantly":[101],"enhance":[102],"precision":[104],"stability":[106],"detection.":[110],"Experimental":[111],"findings":[112],"demonstrate":[113],"improved":[116],"YOLOv8":[117],"model":[118],"improves":[119],"mAP@0.5":[120],"by":[121,124,127,131],"5.3%,":[122],"FPS":[123],"32.4%,":[125],"Params":[126],"34.4%,":[128],"FLOPs":[130],"33.3%":[132],"compared":[133],"YOLOv5s.":[135],"This":[136],"method":[138],"outperforms":[139],"existing":[140],"mainstream":[141],"terms":[144],"accuracy,":[146],"efficiency,":[147],"interference":[149],"tolerance,":[150],"providing":[151],"reliable":[152],"technical":[153],"support":[154],"for":[155],"monitoring.":[159]},"counts_by_year":[],"updated_date":"2026-07-24T06:07:23.975819","created_date":"2026-07-24T00:00:00"}
