{"id":"https://openalex.org/W4381431260","doi":"https://doi.org/10.3233/jifs-223801","title":"Novel Emotion Recognition System Using Edge Computing Platform with Deep Convolutional Networks","display_name":"Novel Emotion Recognition System Using Edge Computing Platform with Deep Convolutional Networks","publication_year":2023,"publication_date":"2023-05-30","ids":{"openalex":"https://openalex.org/W4381431260","doi":"https://doi.org/10.3233/jifs-223801"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-223801","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-223801","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5023897122","display_name":"Jr-Jen Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I12213908","display_name":"Ming Chi University of Technology","ror":"https://ror.org/04xgh4d03","country_code":"TW","type":"education","lineage":["https://openalex.org/I12213908"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jr-Jen Huang","raw_affiliation_strings":["Department of Electronic Engineering, Ming Chi University of Technology, New Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Ming Chi University of Technology, New Taipei, Taiwan","institution_ids":["https://openalex.org/I12213908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023986934","display_name":"Cheng\u2010Ying Yang","orcid":"https://orcid.org/0000-0003-4905-4600"},"institutions":[{"id":"https://openalex.org/I22442739","display_name":"University of Taipei","ror":"https://ror.org/039e7bg24","country_code":"TW","type":"education","lineage":["https://openalex.org/I22442739"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Ying Yang","raw_affiliation_strings":["Department of Computer Science, University of Taipei, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Taipei, Taipei, Taiwan","institution_ids":["https://openalex.org/I22442739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115593536","display_name":"Yinan Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I12213908","display_name":"Ming Chi University of Technology","ror":"https://ror.org/04xgh4d03","country_code":"TW","type":"education","lineage":["https://openalex.org/I12213908"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Nan Lin","raw_affiliation_strings":["Department of Electronic Engineering, Ming Chi University of Technology, New Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Ming Chi University of Technology, New Taipei, Taiwan","institution_ids":["https://openalex.org/I12213908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002868790","display_name":"Victor R.L. Shen","orcid":"https://orcid.org/0000-0001-8194-3446"},"institutions":[{"id":"https://openalex.org/I99613584","display_name":"National Taipei University","ror":"https://ror.org/03e29r284","country_code":"TW","type":"education","lineage":["https://openalex.org/I99613584"]},{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Victor R.L. Shen","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taipei University, New Taipei City, Taiwan","Department of Information Management, Chaoyang University of Technology, Taichung City, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taipei University, New Taipei City, Taiwan","institution_ids":["https://openalex.org/I99613584"]},{"raw_affiliation_string":"Department of Information Management, Chaoyang University of Technology, Taichung City, Taiwan","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112942002","display_name":"Chia-Tsai Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I12213908","display_name":"Ming Chi University of Technology","ror":"https://ror.org/04xgh4d03","country_code":"TW","type":"education","lineage":["https://openalex.org/I12213908"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Tsai Lin","raw_affiliation_strings":["Department of Electronic Engineering, Ming Chi University of Technology, New Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Ming Chi University of Technology, New Taipei, Taiwan","institution_ids":["https://openalex.org/I12213908"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109602597","display_name":"Frank H.C. Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I114150738","display_name":"Fu Jen Catholic University","ror":"https://ror.org/04je98850","country_code":"TW","type":"education","lineage":["https://openalex.org/I114150738"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Frank H.C. Shen","raw_affiliation_strings":["Department of Electronic Engineering, Fu Jen Catholic University, New Taipei City, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Fu Jen Catholic University, New Taipei City, Taiwan, ROC","institution_ids":["https://openalex.org/I114150738"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5002868790"],"corresponding_institution_ids":["https://openalex.org/I126145234","https://openalex.org/I99613584"],"apc_list":null,"apc_paid":null,"fwci":0.531,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67477742,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"45","issue":"2","first_page":"2669","last_page":"2683"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9965999722480774,"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"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9936000108718872,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.993399977684021,"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/computer-science","display_name":"Computer science","score":0.8502528667449951},{"id":"https://openalex.org/keywords/software-portability","display_name":"Software portability","score":0.6553277969360352},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5789536237716675},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5653817057609558},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5642569661140442},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5072290897369385},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.48630985617637634},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.48355934023857117},{"id":"https://openalex.org/keywords/affective-computing","display_name":"Affective computing","score":0.4675311744213104},{"id":"https://openalex.org/keywords/minimum-bounding-box","display_name":"Minimum bounding box","score":0.44845008850097656},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.44508644938468933},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.43937522172927856},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42299896478652954},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33984753489494324},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3369806408882141},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.32658135890960693},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1140349805355072}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8502528667449951},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.6553277969360352},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5789536237716675},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5653817057609558},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5642569661140442},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5072290897369385},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.48630985617637634},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.48355934023857117},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.4675311744213104},{"id":"https://openalex.org/C147037132","wikidata":"https://www.wikidata.org/wiki/Q6865426","display_name":"Minimum bounding box","level":3,"score":0.44845008850097656},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.44508644938468933},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.43937522172927856},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42299896478652954},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33984753489494324},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3369806408882141},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.32658135890960693},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1140349805355072},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-223801","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-223801","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W7746136","https://openalex.org/W2176613063","https://openalex.org/W2514087538","https://openalex.org/W2570343428","https://openalex.org/W2797061331","https://openalex.org/W2803191618","https://openalex.org/W2805581501","https://openalex.org/W2912867374","https://openalex.org/W2962766617","https://openalex.org/W2968258769","https://openalex.org/W3089644214","https://openalex.org/W3109391100","https://openalex.org/W3142772534","https://openalex.org/W3171516435","https://openalex.org/W3178217650","https://openalex.org/W4206378903","https://openalex.org/W4291653124"],"related_works":["https://openalex.org/W4320057486","https://openalex.org/W3080495370","https://openalex.org/W4285597148","https://openalex.org/W2901531394","https://openalex.org/W2083738729","https://openalex.org/W2767348466","https://openalex.org/W4321599321","https://openalex.org/W1559262936","https://openalex.org/W2134707158","https://openalex.org/W2894458059"],"abstract_inverted_index":{"Human":[0],"faces":[1],"have":[2],"been":[3,103,178],"naturally":[4],"viewed":[5],"as":[6,134],"a":[7,42,66,86,114,135,185,193,230],"central":[8],"part":[9],"in":[10,29,50,77,91,160,250],"each":[11,19],"image.":[12],"One":[13],"interesting":[14],"task":[15],"is":[16,129,132,184,199,214],"to":[17],"classify":[18],"face":[20],"into":[21,216],"different":[22],"categories":[23],"based":[24],"on":[25,41,118,144],"the":[26,30,51,63,70,78,95,119,126,140,145,148,154,161,170,200,208,222,235,240],"emotion":[27,38,75,88,197],"shown":[28],"facial":[31],"expression.":[32],"In":[33,147,190],"addition,":[34],"an":[35,123,217],"awareness":[36],"of":[37,65,74,109,203,225],"during":[39],"work":[40,58],"project":[43],"and":[44,72,139,157,195,221,247],"how":[45],"affective":[46],"states":[47],"are":[48,83,111,142,227,256],"presented":[49],"communication":[52],"style":[53],"might":[54],"help":[55],"system":[56,90],"developers":[57],"more":[59],"effectively,":[60],"thus":[61],"improving":[62],"performance":[64],"collaborative":[67],"team.":[68],"Currently,":[69],"feasibility":[71],"portability":[73],"recognition":[76,89,198,248],"platform":[79,98],"with":[80,99,125],"Raspberry":[81],"PI":[82],"insufficient.":[84],"Hereby,":[85],"novel":[87],"real":[92],"time":[93],"using":[94],"edge":[96,218],"computing":[97,116,219,232],"deep":[100],"learning":[101],"has":[102,177],"implemented":[104],"successfully.":[105],"The":[106],"feature":[107,223],"values":[108,224],"objects":[110,226],"calculated":[112],"by":[113,229],"high":[115,231],"processor":[117],"embedded":[120],"platform.":[121],"When":[122],"object":[124,187],"matching":[127],"features":[128],"detected,":[130],"it":[131,151,183],"drawn":[133],"rectangular":[136],"bounding":[137],"box":[138],"results":[141,237],"displayed":[143],"screen.":[146],"proposed":[149],"system,":[150],"first":[152],"annotates":[153],"image":[155],"datasets":[156],"saves":[158],"them":[159],"corresponding":[162],"input":[163],"data":[164],"format":[165],"for":[166,180],"model":[167,176,212],"training.":[168],"Thus,":[169],"You":[171],"Only":[172],"Look":[173],"Once":[174],"(YOLOv5)":[175],"employed":[179],"training":[181],"because":[182],"state-of-the-art":[186],"detection":[188],"system.":[189],"other":[191,260],"words,":[192],"fast":[194],"accurate":[196],"main":[201],"benefits":[202],"choosing":[204],"YOLOv5":[205,211],"model.":[206],"Then,":[207],"correctly":[209],"trained":[210],"file":[213],"loaded":[215],"platform;":[220],"analyzed":[228],"processor.":[233],"Finally,":[234],"experimental":[236],"show":[238],"that":[239],"promising":[241],"mean":[242],"Average":[243],"Precision":[244],"(mAP),":[245],"92.6%,":[246],"speed":[249],"Frames":[251],"Per":[252],"Second":[253],"(FPS),":[254],"40,":[255],"obtained,":[257],"which":[258],"outperforms":[259],"existing":[261],"systems.":[262]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-06T13:50:29.536080","created_date":"2025-10-10T00:00:00"}
