{"id":"https://openalex.org/W4402229625","doi":"https://doi.org/10.1007/s44227-024-00040-1","title":"Helmet Net: An Improved YOLOv8 Algorithm for Helmet Wearing Detection","display_name":"Helmet Net: An Improved YOLOv8 Algorithm for Helmet Wearing Detection","publication_year":2024,"publication_date":"2024-09-04","ids":{"openalex":"https://openalex.org/W4402229625","doi":"https://doi.org/10.1007/s44227-024-00040-1"},"language":"en","primary_location":{"id":"doi:10.1007/s44227-024-00040-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44227-024-00040-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44227-024-00040-1.pdf","source":{"id":"https://openalex.org/S2764679164","display_name":"\u0098The \u009cInternational journal of networked and distributed computing","issn_l":"2211-7938","issn":["2211-7938","2211-7946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Networked and Distributed Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44227-024-00040-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100671332","display_name":"Li Deng","orcid":"https://orcid.org/0000-0003-2970-6835"},"institutions":[{"id":"https://openalex.org/I4210094459","display_name":"Craft Group (China)","ror":"https://ror.org/00gxm5663","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210094459"]},{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Deng","raw_affiliation_strings":["Civil Aircraft Fire Science and Safety Engineering Key Laboratory of Sichuan Province, Guanghan, 618307, China","College of Civil Aviation Safety Engineering, Civil Aviation Flight University of China, Sichuan, 618307, Guanghan, China","Sichuan Key Technology Engineering Research Center for All-Electric Navigable Aircraft, Sichuan, 618307, Guanghan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Aircraft Fire Science and Safety Engineering Key Laboratory of Sichuan Province, Guanghan, 618307, China","institution_ids":[]},{"raw_affiliation_string":"College of Civil Aviation Safety Engineering, Civil Aviation Flight University of China, Sichuan, 618307, Guanghan, China","institution_ids":["https://openalex.org/I58995867"]},{"raw_affiliation_string":"Sichuan Key Technology Engineering Research Center for All-Electric Navigable Aircraft, Sichuan, 618307, Guanghan, China","institution_ids":["https://openalex.org/I4210094459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062823097","display_name":"Jin Zhou","orcid":"https://orcid.org/0009-0007-8631-1318"},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Zhou","raw_affiliation_strings":["College of Civil Aviation Safety Engineering, Civil Aviation Flight University of China, Sichuan, 618307, Guanghan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Civil Aviation Safety Engineering, Civil Aviation Flight University of China, Sichuan, 618307, Guanghan, China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044449242","display_name":"Quanyi Liu","orcid":"https://orcid.org/0000-0002-6333-699X"},"institutions":[{"id":"https://openalex.org/I4210094459","display_name":"Craft Group (China)","ror":"https://ror.org/00gxm5663","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210094459"]},{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Quanyi Liu","raw_affiliation_strings":["Civil Aircraft Fire Science and Safety Engineering Key Laboratory of Sichuan Province, Guanghan, 618307, China","College of Civil Aviation Safety Engineering, Civil Aviation Flight University of China, Sichuan, 618307, Guanghan, China","Sichuan Key Technology Engineering Research Center for All-Electric Navigable Aircraft, Sichuan, 618307, Guanghan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Aircraft Fire Science and Safety Engineering Key Laboratory of Sichuan Province, Guanghan, 618307, China","institution_ids":[]},{"raw_affiliation_string":"College of Civil Aviation Safety Engineering, Civil Aviation Flight University of China, Sichuan, 618307, Guanghan, China","institution_ids":["https://openalex.org/I58995867"]},{"raw_affiliation_string":"Sichuan Key Technology Engineering Research Center for All-Electric Navigable Aircraft, Sichuan, 618307, Guanghan, China","institution_ids":["https://openalex.org/I4210094459"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5044449242","https://openalex.org/A5100671332"],"corresponding_institution_ids":["https://openalex.org/I4210094459","https://openalex.org/I58995867"],"apc_list":{"value":350,"currency":"EUR","value_usd":377},"apc_paid":{"value":350,"currency":"EUR","value_usd":377},"fwci":2.2228,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.89447424,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"12","issue":"2","first_page":"329","last_page":"343"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9799000024795532,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9799000024795532,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.973800003528595,"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"}},{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9535999894142151,"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/algorithm","display_name":"Algorithm","score":0.5168707370758057},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4893574118614197},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.4737169146537781},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2528988718986511},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.07788819074630737}],"concepts":[{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5168707370758057},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4893574118614197},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.4737169146537781},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2528988718986511},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.07788819074630737}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s44227-024-00040-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44227-024-00040-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44227-024-00040-1.pdf","source":{"id":"https://openalex.org/S2764679164","display_name":"\u0098The \u009cInternational journal of networked and distributed computing","issn_l":"2211-7938","issn":["2211-7938","2211-7946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Networked and Distributed Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s44227-024-00040-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44227-024-00040-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44227-024-00040-1.pdf","source":{"id":"https://openalex.org/S2764679164","display_name":"\u0098The \u009cInternational journal of networked and distributed computing","issn_l":"2211-7938","issn":["2211-7938","2211-7946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Networked and Distributed Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6502734036","display_name":null,"funder_award_id":"ASFC-20200046117001","funder_id":"https://openalex.org/F4320329330","funder_display_name":"Aviation Science Fund"},{"id":"https://openalex.org/G7054137572","display_name":null,"funder_award_id":"U2033206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329330","display_name":"Aviation Science Fund","ror":null},{"id":"https://openalex.org/F4320335570","display_name":"Joint Fund of Civil Aviation Research","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402229625.pdf","grobid_xml":"https://content.openalex.org/works/W4402229625.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1968411139","https://openalex.org/W2003736153","https://openalex.org/W2036378739","https://openalex.org/W2094120957","https://openalex.org/W2217197715","https://openalex.org/W2539629874","https://openalex.org/W2540113050","https://openalex.org/W2565639579","https://openalex.org/W2752782242","https://openalex.org/W2883780447","https://openalex.org/W2884585870","https://openalex.org/W2950076580","https://openalex.org/W2962766617","https://openalex.org/W2962858109","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963446712","https://openalex.org/W2963857746","https://openalex.org/W2982083293","https://openalex.org/W2993235622","https://openalex.org/W2997747012","https://openalex.org/W3002038842","https://openalex.org/W3018105153","https://openalex.org/W3035414587","https://openalex.org/W3137404293","https://openalex.org/W3138516171","https://openalex.org/W3177052299","https://openalex.org/W3194790201","https://openalex.org/W3202671536","https://openalex.org/W3210535920","https://openalex.org/W3217272717","https://openalex.org/W4232285265","https://openalex.org/W4281649558","https://openalex.org/W4298071718","https://openalex.org/W4307411363","https://openalex.org/W4317906764","https://openalex.org/W4377089756","https://openalex.org/W4378652439","https://openalex.org/W4390831913","https://openalex.org/W4393155577","https://openalex.org/W4398151417"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"It":[0],"is":[1,32,55,68,91,112,134,152,190],"of":[2,25,42,96,106,128,145,167,177,240,262],"profound":[3],"significance":[4],"to":[5,11,22,34,99,119,140,163,198,236],"detect":[6,35,253],"whether":[7],"cyclists":[8],"wear":[9],"helmets":[10],"protect":[12],"their":[13,178],"personal":[14],"safety":[15],"and":[16,28,38,124,173,210,218],"maintain":[17],"road":[18],"traffic":[19],"safety.":[20],"Due":[21],"the":[23,63,71,94,97,101,110,115,121,125,129,137,142,146,149,155,165,175,181,199,201,225,228,237,245,250,260],"limitations":[24],"space,":[26],"distance":[27],"cyclist":[29],"movement,":[30],"it":[31],"challenging":[33],"helmet-wearing":[36,53,187,222,265],"accurately":[37],"quickly.":[39],"In":[40],"view":[41],"this,":[43],"a":[44,185],"novel":[45],"You":[46],"Only":[47],"Look":[48],"Once":[49],"(YOLOv8)":[50],"algorithm":[51,189],"for":[52,85,170,221,264],"detection":[54,78,188,239,246],"suggested":[56],"in":[57,109,196,207],"this":[58],"paper.":[59],"Firstly,":[60],"YOLOv8n":[61],"with":[62,114,136],"best":[64],"performance":[65,144],"test":[66],"results":[67,247],"selected":[69],"as":[70],"baseline":[72],"model":[73,251,263],"from":[74],"several":[75],"advanced":[76],"object":[77],"algorithms.":[79],"Secondly,":[80],"improvement":[81,183],"measures":[82],"are":[83],"taken":[84],"YOLOv8n.":[86],"The":[87,131],"squeeze-and-excitation":[88],"networks":[89],"(SENet)":[90],"integrated":[92],"at":[93],"C2f":[95],"neck":[98],"improve":[100,120],"network":[102],"representation":[103],"ability.":[104],"Part":[105],"conv":[107],"modules":[108],"backbone":[111],"replaced":[113,153],"lightweight":[116],"convolution":[117],"(LConv)":[118],"computational":[122],"efficiency":[123],"generalization":[126],"ability":[127],"model.":[130,147],"loss":[132],"function":[133],"changed":[135],"Wise-IoU":[138],"(WIoU),":[139],"enhance":[141],"overall":[143],"Additionally,":[148],"reasoning":[150],"method":[151],"by":[154,215],"slicing":[156],"aided":[157],"hyper":[158],"inference":[159],"(SAHI),":[160],"which":[161,233,257],"aims":[162],"lower":[164],"rate":[166],"missed":[168],"detections":[169],"smaller":[171],"objects":[172],"strengthen":[174],"accuracy":[176],"detection.":[179,223,266],"Through":[180],"above":[182],"methods,":[184],"new":[186],"formed,":[191],"called":[192],"helmet":[193],"net.":[194],"Furthermore,":[195],"comparison":[197],"YOLOv8n,":[200],"proposed":[202],"algorism":[203],"demonstrated":[204],"an":[205],"increase":[206],"precision,":[208],"recall,":[209],"mean":[211],"average":[212],"precision":[213],"(mAP)":[214],"5,":[216],"7.3,":[217],"6.4%,":[219],"respectively,":[220],"At":[224],"same":[226],"time,":[227],"speed":[229],"reaches":[230],"111.1":[231],"fps,":[232],"can":[234,252],"contribute":[235],"real-time":[238],"helmet-wearing.":[241],"After":[242],"adding":[243],"SAHI,":[244],"show":[248],"that":[249],"more":[254],"small":[255],"objects,":[256],"further":[258],"enhances":[259],"competence":[261]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
