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All Journal Edsence: Jurnal Pendidikan Multimedia
Alwafi, Fauzan M.
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Computer Science & IT Education Other

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Development of Object Detection System on Non-Helmed Riders Using YOLOv8 Prihasto, Bima; Fadhliana, Nisa Rizqiya; Hariyani, Agustina; Alwafi, Fauzan M.; Askarin, Tsaqila B.
Jurnal Pendidikan Multimedia (Edsence) Volume 5 No 2 (December 2023)
Publisher : Universitas Pendidikan Indonesia (UPI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17509/edsence.v5i2.65910

Abstract

Motorcycle accidents are a severe problem, with the number of incidents reaching 66,602 in 2023. Helmets as head protection are mandatory, but awareness of their use is still low. This research utilises Deep Learning, specifically YOLOv8, to detect helmet use violations among motorbike riders. The research results show high accuracy with a Precision of 89.5%, Recall at 78.4%, and mAP50 at 85.7%. YOLOv8 effectively detects violations and provides a solid basis for increasing motorist awareness. Through this innovative approach, it is hoped that a safer driving culture and collective awareness of responsibility in traffic safety will be created.
Co-Authors Askarin, Tsaqila B. Fadhliana, Nisa Rizqiya Hariyani, Agustina Prihasto, Bima