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All Journal Compiler KOMPUTIKA - Jurnal Sistem Komputer J-Dinamika: Jurnal Pengabdian Kepada Masyarakat Agro Bali: Agricultural Journal MATRIX : JURNAL MANAJEMEN TEKNOLOGI DAN INFORMATIKA Journal of Information Technology and Cyber Security Agrimas : Jurnal Pengabdian Masyarakat Bidang Pertanian
Taufiq Rizaldi
Program Studi Magister Teknik Elektro Fakultas Teknik, Universitas Brawijaya
Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Other

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Journal : Compiler

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Arc Circularitie Naive Bayes for Occupational Safety Helmet Detection Rizaldi, Taufiq; Putranto, Hermawan Arief
Compiler Vol 12, No 2 (2023): November
Publisher : Institut Teknologi Dirgantara Adisutjipto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.28989/compiler.v12i2.1760

Abstract

Occupational Safety and Health (OHS) is an effort to guarantee and protect the safety and health of every worker through efforts to prevent work accidents and work-related diseases. Safety Helmet is one of the components that must exist and be used in accordance with Occupational Safety and Health standards. Detection of safety helmets usage is one of the efforts to support these activities. The application of Arc Circularity Naive Bayes is used to detect whether an object meets the ratio of a circle by utilizing RGB and HSV image filtering and classification using Naïve Bayes. That method is used to detect whether a worker uses a safety helmet or not, it also detects helm color. The average value of accuracy is 50.8, precision is 58.3%, recall is 66.0%, and f1-score is 59.5% which are calculated using the Confusion Matrix
Co-Authors Agustianto, Khafidurrohman Andarula Galushasti Arvita Agus Kurniasari Bagus Putu Yudhia Kurniawan Choirunnisa, Shabrina Dewi Puspitasari, Pramuditha Shinta Ernanta, Dimas Mulya Perkasa I Gede Wiryawan Pongoh, Ida Adha Anrosana Puspitasari, Pramuditha Shinta Dewi Putra, Dhony Manggala Putranto, Hermawan Arief Retno Sari Mahanani Rudi Wardana Sari, Sella Putri Setiawan, Akas Bagus Suranto, Dwi Djoko Taufik Hidayat Uyun Erma Malika Wardati, Irma