Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Information Systems and Informatics

Development of a Real-Time Traffic Density Detection Website Using YOLOv8-Based Digital Image Processing with OpenCV Juliansyah, Rizki; Ar Rachman, Muhammad Aqil Musthafa; Amin, Muhammad Al; Tyanafisya, Aisya; Hanifah, Nurrizkyta Aulia; Giri, Endang Purnama; Mindara, Gema Parasti
Journal of Information System and Informatics Vol 6 No 4 (2024): December
Publisher : Universitas Bina Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51519/journalisi.v6i4.912

Abstract

This study introduces a real-time traffic density monitoring system utilizing YOLOv8-based digital image processing to improve traffic management efficiency. By leveraging YOLOv8’s enhanced speed and precision, the system detects and classifies five types of vehicles and displays traffic data through a web interface developed with OpenCV and Flask. Key implementation features include real-time video streaming and accurate detection metrics, with the system achieving 96% Precision, 84% Recall, and an F1 Score of 90% during field testing in Bogor. This indicates the system’s potential for minimizing manual traffic monitoring and aiding traffic authorities in making data-driven decisions. The research also discusses the system’s integration into urban traffic management and its scalability for diverse environments.
Co-Authors Achmad Efendi Aditya Wicaksono Afiati, Nila Ahmadi, Mujibur Rahman Ainun Najib Akhmad Yanuar Fahmi Pamungkas Ali Syahbana Alimuddin Hassan Palawa Alvi Nur Khoirun Nikmah Amin, Ahmad Faiz Makinun Anatasya Wenita Putri Anggraeni, Aulia Anka Luffi Ramdani Annaufal, Azhar Nadhif Ar Rachman, Muhammad Aqil Musthafa Arosyid, Aisyah Putri Arya Dimas Wicaksana Aulia Anggraeni Balqis, Rani Diana Bambang Hermanto Bhuiyan, Nayem Mahmud Capriandika Putra Susanto Dian Roshanti Efina Amanda Endang Purnama Giri Erik Toga Fami, Amata Gema Parasti Mindara Haidan Angga Kusumah Hanifah, Nurrizkyta Aulia Hidayatin, Nur Ida Hayu D Ina Aulia Irma Rasita Gloria Barus Islam , Md. Nasirul Ivan Rachmawan Jayawarsa, A.A. Ketut Jonathan Cristiano Rabika Juliansyah, Rizki Kuntari, Wien Kustanti Nurfitri Laila Sari Masyhur Laili, Roudlotun Nurul Lana Sari Rkt M. Iqbal Ishsani Mahendar, Ibnu Aqil Mannan, Sayed Sajib Mindara, Gema Parasti Mir, MD Atikur Rahman Muhammad Ansor Muhammad Galuh Gumelar Muhammad Nashir Muhammad Yazid Mukhopadhyay, Sudipta Munif, Badrul Nadhifah, Jauza Najla Amelia Putri Nath , Subroto Deb Neneng Aisyah Nia Kurniati Bachtiar Ninis Indriani Pamungkas , Akhmad Yanuar Fahmi Pipit Hariyono Prasetyawan, Riyan Dwi Priyadi, Budi Puspo Pudji Rahmawati Putri, Anatasya Wenita Putri, Najla Amelia Rabika, Jonathan Cristiano Rahman, Md Mehdi Rahmawan, Fajri Andi Rasendriya, Achmad Syahmi Renita Rizkya Danti Rizki Juliansyah Rizki Ramadhan Husaini Rosuli, Ahmad Rozi, Mohammad Fakhrul Saefudin Zuhri Saidatul Akida Setiady Ibrahim Anwar Sholihin Sholihin Sholihin Sholihin Sholihin Susi Sulandari Tanha, Moutusi Tyanafisya, Aisya Wahyu Hidayat Winda Kustiawan Wulan Agustin, Sindi Candra Yuanto, Hirdes Harlan Yuanto, Rudiyanto