{"id":"https://openalex.org/W4323075661","doi":"https://doi.org/10.1093/jcde/qwad019","title":"Deep learning-based framework for monitoring wearing personal protective equipment on construction sites","display_name":"Deep learning-based framework for monitoring wearing personal protective equipment on construction sites","publication_year":2023,"publication_date":"2023-03-03","ids":{"openalex":"https://openalex.org/W4323075661","doi":"https://doi.org/10.1093/jcde/qwad019"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwad019","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwad019","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad019/49419385/qwad019.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad019/49419385/qwad019.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009763758","display_name":"Yeo-Reum Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I27941296","display_name":"Sahmyook University","ror":"https://ror.org/04vxr4k74","country_code":"KR","type":"education","lineage":["https://openalex.org/I27941296"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yeo-Reum Lee","raw_affiliation_strings":["Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea","institution_ids":["https://openalex.org/I27941296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004904498","display_name":"Seunghwan Jung","orcid":null},"institutions":[{"id":"https://openalex.org/I27941296","display_name":"Sahmyook University","ror":"https://ror.org/04vxr4k74","country_code":"KR","type":"education","lineage":["https://openalex.org/I27941296"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seung-Hwan Jung","raw_affiliation_strings":["Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea","institution_ids":["https://openalex.org/I27941296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037212268","display_name":"Kyungsu Kang","orcid":"https://orcid.org/0000-0002-6955-578X"},"institutions":[{"id":"https://openalex.org/I27941296","display_name":"Sahmyook University","ror":"https://ror.org/04vxr4k74","country_code":"KR","type":"education","lineage":["https://openalex.org/I27941296"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyung-Su Kang","raw_affiliation_strings":["Department of Architecture, Sahmyook University , Seoul, 01795, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Architecture, Sahmyook University , Seoul, 01795, Republic of Korea","institution_ids":["https://openalex.org/I27941296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043663350","display_name":"Han\u2010Cheol Ryu","orcid":"https://orcid.org/0000-0002-2867-1127"},"institutions":[{"id":"https://openalex.org/I27941296","display_name":"Sahmyook University","ror":"https://ror.org/04vxr4k74","country_code":"KR","type":"education","lineage":["https://openalex.org/I27941296"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Han-Cheol Ryu","raw_affiliation_strings":["Department of Architecture, Sahmyook University , Seoul, 01795, Republic of Korea","Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Architecture, Sahmyook University , Seoul, 01795, Republic of Korea","institution_ids":["https://openalex.org/I27941296"]},{"raw_affiliation_string":"Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea","institution_ids":["https://openalex.org/I27941296"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090458645","display_name":"Han-Guk Ryu","orcid":"https://orcid.org/0000-0001-6101-560X"},"institutions":[{"id":"https://openalex.org/I27941296","display_name":"Sahmyook University","ror":"https://ror.org/04vxr4k74","country_code":"KR","type":"education","lineage":["https://openalex.org/I27941296"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Han-Guk Ryu","raw_affiliation_strings":["Department of Architecture, Sahmyook University , Seoul, 01795, Republic of Korea","Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Architecture, Sahmyook University , Seoul, 01795, Republic of Korea","institution_ids":["https://openalex.org/I27941296"]},{"raw_affiliation_string":"Department of IT Convergence, Sahmyook University , Seoul, 01795, Republic of Korea","institution_ids":["https://openalex.org/I27941296"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5043663350","https://openalex.org/A5090458645"],"corresponding_institution_ids":["https://openalex.org/I27941296"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":4.9987,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.95591759,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"10","issue":"2","first_page":"905","last_page":"917"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9591000080108643,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/personal-protective-equipment","display_name":"Personal protective equipment","score":0.557504415512085},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5141065716743469},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45571398735046387},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.45177289843559265},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.44299980998039246},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38902825117111206},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.383897066116333},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32264435291290283},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09628111124038696}],"concepts":[{"id":"https://openalex.org/C2780668467","wikidata":"https://www.wikidata.org/wiki/Q1333024","display_name":"Personal protective equipment","level":5,"score":0.557504415512085},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5141065716743469},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45571398735046387},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.45177289843559265},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.44299980998039246},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38902825117111206},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.383897066116333},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32264435291290283},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09628111124038696},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/jcde/qwad019","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwad019","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad019/49419385/qwad019.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwad019","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwad019","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad019/49419385/qwad019.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4323075661.pdf"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1861492603","https://openalex.org/W2031489346","https://openalex.org/W2054484383","https://openalex.org/W2058134183","https://openalex.org/W2107634464","https://openalex.org/W2107775979","https://openalex.org/W2144560128","https://openalex.org/W2193145675","https://openalex.org/W2252355370","https://openalex.org/W2470394683","https://openalex.org/W2495598553","https://openalex.org/W2559655401","https://openalex.org/W2565639579","https://openalex.org/W2603203130","https://openalex.org/W2772016598","https://openalex.org/W2905468702","https://openalex.org/W2906994126","https://openalex.org/W2958657326","https://openalex.org/W2962766044","https://openalex.org/W2963150697","https://openalex.org/W2963446712","https://openalex.org/W2979929021","https://openalex.org/W2982083293","https://openalex.org/W2993182889","https://openalex.org/W2998545266","https://openalex.org/W3000144357","https://openalex.org/W3000491742","https://openalex.org/W3013062812","https://openalex.org/W3018757597","https://openalex.org/W3035049382","https://openalex.org/W3035957914","https://openalex.org/W3082312763","https://openalex.org/W3097096317","https://openalex.org/W3104218139","https://openalex.org/W3106250896","https://openalex.org/W3106586859","https://openalex.org/W3106651141","https://openalex.org/W3138523568","https://openalex.org/W3162113798","https://openalex.org/W3192082415","https://openalex.org/W3211575789","https://openalex.org/W4212782903","https://openalex.org/W4288038187","https://openalex.org/W4293584584","https://openalex.org/W4297775537","https://openalex.org/W4300101671","https://openalex.org/W6637373629","https://openalex.org/W6647828439","https://openalex.org/W6683411478","https://openalex.org/W6714138976","https://openalex.org/W6737664043","https://openalex.org/W6750227808","https://openalex.org/W6768796253","https://openalex.org/W6772066119","https://openalex.org/W6777046832","https://openalex.org/W6782838692","https://openalex.org/W6799928028"],"related_works":["https://openalex.org/W4322766116","https://openalex.org/W4312220814","https://openalex.org/W1758619195","https://openalex.org/W3207551352","https://openalex.org/W3080092231","https://openalex.org/W4205937205","https://openalex.org/W3025890680","https://openalex.org/W2032233321","https://openalex.org/W4382290936","https://openalex.org/W3135763989"],"abstract_inverted_index":{"Abstract":[0],"The":[1,71,112,141],"construction":[2,182],"site":[3],"is":[4,19,74],"one":[5],"of":[6,14,28,39,48,100],"the":[7,12,37,77,91,96,110,119,130,136,145,154,168],"most":[8],"dangerous":[9],"industries":[10],"because":[11],"number":[13],"occupational":[15,40,172],"injuries":[16,41,173],"and":[17,42,123,135,153,174],"fatalities":[18],"significantly":[20],"higher":[21],"compared":[22],"to":[23,53,89,104,170],"other":[24],"industries.":[25],"Proper":[26],"use":[27],"personal":[29],"protective":[30],"equipment":[31],"(PPE)":[32],"by":[33,109,133,178],"workers":[34,50,122],"can":[35],"reduce":[36,175],"risk":[38],"fatalities.":[43],"However,":[44],"for":[45,67],"a":[46,64,87],"variety":[47],"reasons,":[49],"tend":[51],"not":[52,107],"wear":[54],"their":[55],"PPEs":[56],"properly.":[57],"To":[58],"address":[59],"these":[60],"issues,":[61],"we":[62],"propose":[63],"vision-based":[65],"framework":[66,73,97,117],"monitoring":[68,180],"wearing":[69],"PPE.":[70],"developed":[72],"based":[75,128],"on":[76,129],"real-time":[78],"pixel-level":[79],"detect":[80],"model":[81,147],"YOLACT,":[82],"which":[83],"employs":[84],"MobileNetV3":[85],"as":[86],"backbone":[88],"lightweight":[90],"proposed":[92],"framework.":[93],"In":[94],"addition,":[95],"uses":[98],"DeepSORT":[99],"object":[101],"tracking":[102],"algorithm":[103,114,155],"interpolate":[105],"frames":[106],"predicted":[108,132],"model.":[111],"post-processing":[113],"in":[115,184],"our":[116],"classifies":[118],"correlation":[120],"between":[121],"PPE":[124],"into":[125],"four":[126],"statuses":[127],"results":[131,138,142],"YOLACT":[134],"interpolated":[137],"from":[139],"DeepSORT.":[140],"showed":[143],"that":[144],"fine-tuned":[146],"achieved":[148],"66.4":[149],"mean":[150],"average":[151],"precision50,":[152],"successfully":[156],"determined":[157],"workers\u2019":[158],"PPE-wearing":[159],"status":[160],"detection":[161],"with":[162],"91.3%":[163],"accuracy.":[164],"This":[165],"study":[166],"shows":[167],"potential":[169],"prevent":[171],"social":[176],"costs":[177],"automating":[179],"at":[181],"sites":[183],"real-time.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2025-10-10T00:00:00"}
