{"id":"https://openalex.org/W4392941025","doi":"https://doi.org/10.1109/bcd57833.2023.10466344","title":"A real time driving emotion detection based on yolov7 neural network","display_name":"A real time driving emotion detection based on yolov7 neural network","publication_year":2023,"publication_date":"2023-12-14","ids":{"openalex":"https://openalex.org/W4392941025","doi":"https://doi.org/10.1109/bcd57833.2023.10466344"},"language":"en","primary_location":{"id":"doi:10.1109/bcd57833.2023.10466344","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bcd57833.2023.10466344","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACIS 8th International Conference on Big Data, Cloud Computing, and Data Science (BCD)","raw_type":"proceedings-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/A5062067845","display_name":"Chi\u2010Chun Chen","orcid":"https://orcid.org/0000-0002-8353-5603"},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chi-Chun Chen","raw_affiliation_strings":["National Chin-Yi University of Technology,Dept. of Electronic Engineering,Taichung,Taiwan","Dept. of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Chin-Yi University of Technology,Dept. of Electronic Engineering,Taichung,Taiwan","institution_ids":["https://openalex.org/I65446980"]},{"raw_affiliation_string":"Dept. of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024731786","display_name":"Nabila Rizqia Novianda","orcid":null},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Nabila Rizqia Novianda","raw_affiliation_strings":["National Chin-Yi University of Technology,Master of Electronic Engineering,Taichung,Taiwan","Master of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Chin-Yi University of Technology,Master of Electronic Engineering,Taichung,Taiwan","institution_ids":["https://openalex.org/I65446980"]},{"raw_affiliation_string":"Master of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038277438","display_name":"Yuan-Hong Guan","orcid":null},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yuan-Hong Guan","raw_affiliation_strings":["National Chin-Yi University of Technology,Master of Electronic Engineering,Taichung,Taiwan","Master of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Chin-Yi University of Technology,Master of Electronic Engineering,Taichung,Taiwan","institution_ids":["https://openalex.org/I65446980"]},{"raw_affiliation_string":"Master of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081708575","display_name":"You-Xuan Lin","orcid":"https://orcid.org/0000-0002-7795-1993"},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"You-Xuan Lin","raw_affiliation_strings":["National Chin-Yi University of Technology,Master of Electronic Engineering,Taichung,Taiwan","Master of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Chin-Yi University of Technology,Master of Electronic Engineering,Taichung,Taiwan","institution_ids":["https://openalex.org/I65446980"]},{"raw_affiliation_string":"Master of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104159520","display_name":"Meng-Hua Yen","orcid":null},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Meng-Hua Yen","raw_affiliation_strings":["National Chin-Yi University of Technology,Dept. of Electronic Engineering,Taichung,Taiwan","Dept. of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Chin-Yi University of Technology,Dept. of Electronic Engineering,Taichung,Taiwan","institution_ids":["https://openalex.org/I65446980"]},{"raw_affiliation_string":"Dept. of Electronic Engineering, National Chin-Yi University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5062067845"],"corresponding_institution_ids":["https://openalex.org/I65446980"],"apc_list":null,"apc_paid":null,"fwci":0.3756,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62833059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"349","last_page":"352"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.748199999332428,"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"}},"topics":[{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.748199999332428,"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"}},{"id":"https://openalex.org/T14225","display_name":"Advanced Sensor and Control Systems","score":0.7307000160217285,"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"}},{"id":"https://openalex.org/T12222","display_name":"IoT-based Smart Home Systems","score":0.6705999970436096,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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":0.7141497135162354},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6151549220085144},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40062546730041504},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3709394931793213}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7141497135162354},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6151549220085144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40062546730041504},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3709394931793213}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bcd57833.2023.10466344","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bcd57833.2023.10466344","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACIS 8th International Conference on Big Data, Cloud Computing, and Data Science (BCD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2946322958","https://openalex.org/W3001866431","https://openalex.org/W3156070543","https://openalex.org/W4229925843","https://openalex.org/W4312844929","https://openalex.org/W4321459980","https://openalex.org/W4327728495","https://openalex.org/W4366422209","https://openalex.org/W4378390054","https://openalex.org/W4385873231","https://openalex.org/W4386076325"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"According":[0],"to":[1,30,44,74],"the":[2,31,38,66,91],"Ministry":[3],"of":[4,88,95,101],"Transportation":[5],"and":[6,27,47,113],"Communications":[7],"(MOTC)":[8],"report,":[9],"3,085":[10],"fatalities":[11],"occurred":[12],"on":[13],"Taiwan's":[14],"roads":[15],"in":[16,24,56,78,130],"2022,":[17],"marking":[18],"a":[19,51,99],"more":[20],"than":[21],"4%":[22],"increase":[23],"accidents,":[25],"injuries,":[26],"deaths":[28],"compared":[29],"previous":[32],"year.":[33],"The":[34,81,115,133],"international":[35],"concern":[36],"regarding":[37],"risks":[39],"posed":[40],"by":[41],"fatigued":[42],"driving":[43],"both":[45],"pedestrians":[46],"drivers":[48],"has":[49],"prompted":[50],"pressing":[52],"need":[53],"for":[54],"research":[55,64],"real-time":[57],"fatigue":[58],"detection":[59],"among":[60],"car":[61,79],"drivers.":[62,80],"This":[63],"adopted":[65],"You":[67],"Only":[68],"Look":[69],"Once":[70],"v7":[71],"(YOLOv7)":[72],"method":[73],"detect":[75],"different":[76],"emotions":[77],"study":[82],"utilized":[83],"data":[84],"from":[85],"facial":[86],"expressions":[87],"students":[89],"at":[90],"National":[92],"Chin-Yi":[93],"University":[94],"Technology":[96],"(NCUT),":[97],"comprising":[98],"total":[100],"3,015":[102],"images":[103],"categorized":[104],"as":[105],"sad,":[106],"happy,":[107],"neutral,":[108],"angry,":[109],"disgusted,":[110],"fearful,":[111],"surprised,":[112],"sleepy.":[114],"preliminary":[116],"experimental":[117],"results":[118],"demonstrated":[119],"that":[120],"YOLOv7":[121],"maintained":[122],"excellent":[123],"generalization":[124],"ability":[125],"even":[126],"with":[127],"slight":[128],"differences":[129],"various":[131],"emotions.":[132],"mean":[134],"average":[135],"precision":[136],"(mAP)":[137],"achieved":[138],"exceeds":[139],"87.7%.":[140]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}