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All Journal IPTEK Journal of Proceedings Series TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Bulletin of Electrical Engineering and Informatics Teknika: Jurnal Sains dan Teknologi Journal Industrial Servicess Jurnal Furnace Setrum : Sistem Kendali-Tenaga-elektronika-telekomunikasi-komputer Bulletin of Electrical Engineering and Informatics Proceeding of the Electrical Engineering Computer Science and Informatics PROtek : Jurnal Ilmiah Teknik Elektro REKA ELKOMIKA: Jurnal Pengabdian kepada Masyarakat Jurnal Listrik, Instrumentasi, dan Elektronika Terapan Kartika: Jurnal Studi Keislaman Journal of Embedded Systems, Security and Intelligent Systems Journal Of Artificial Intelligence And Software Engineering Karakter: Jurnal Riset Ilmu Pendidikan Islam Action Research Journal (Jurnal Ilmu Al-Qur'an dan Tafsir)
Imamul Muttakin
Universitas Sultan Ageng Tirtayasa
Religion Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Mechanical Engineering Social Sciences Transportation Other

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Journal : journal of embedded systems security and intelligent systems

 1 
Vehicle Detection Counting using YOLO and DeepSORT on Edge Device Rafli; Siswo Wardoyo; Rocky Alfanz; Rian Fahrizal; Fadil Muhammad; Imamul Muttakin
Journal of Embedded Systems, Security and Intelligent Systems Vol 6, No 3 (2025): September 2025
Publisher : Program Studi Teknik Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59562/jessi.v6i3.9482

Abstract

Vehicle counting is a crucial method used in traffic management. Computer vision can be employed for efficient detection and classification techniques for vehicle objects. This paper reports on a simultaneous process of vehicle classification and counting implemented on NVIDIA Jetson Nano. The use of YOLOv5 overcomes computational load issues in edge computing deployments, whereas its combination with the DeepSORT tracker algorithm enhances the accuracy of vehicle detection and counting in various directions. A total of 18200 images are used to train the detectors that are designed to target local vehicles. The average accuracy of the model for detecting cars, motorcycles, buses, and trucks is 72.1%, 21.56%, 70%, and 25.63%, respectively. Real-time tests obtained an overall average vehicle counting accuracy of 49.95%.
Co-Authors ., Rohmadi Adi Nugraha Agus Santoso Tamsir Agusutrisno Agusutrisno Agusutrisno Marlis Nurut Ahendyarti, Ceri Akhmad Mahfud Alfanz, Rocky Alia Shaliha Amany Alief Maulana Amalia Sholehah, Amalia Amany, Alia Shaliha Anggoro Suryo Pramudyo Annisa Sucianti Nurliany Arbai Yusuf Arbai Yusuf Arba’i Yusuf Ceri Ahendyarti David Abraham Dina Estining Tyas Lufianawati Dodi Sudiana Erika Diana Rizanti Fahrizal, Rian Fikri, Aldi Muhamad Franata, Nauval Hamzah Hamzah Harry Sudibyo Haryono, Didied Haryono, Didied Haryono, Didied Ibrahim Nawawi Irma Saraswati Jaga Sobar Julianto Linda Khilyana Mardiyanto, Mardiyanto Masjudin Masjudin Maulana, Alief Mohammad Rosi Muchtar Ali Setyo Yudono Muhammad Rizki Fadillah Muhammad Sadikin Muhammad Sadikin Muhammad, Fadil Mulyadi, Rendi NafilahSulfa Nauval Franata Qurroh A’yuniyah Rafli Rahman Faiz Suwandana Ratu Verlaili Erlindriyani Rocky Alfanz Rocky Alfanz Rocky Alfanz, Rocky Rohmadi . Rohmadi Rohmadi Rohmadi Rohmadi Rohmadi Rohmadi Romayyizah romi wiryadinata Rusbana, Tb Bahtiar Rustamaji, Rustamaji Saputra, Aldy Yana Setiawan, Ipick Setyawan, Haris Sholehah, Amalia Shulhany M, Ahmad Siswo Wardoyo Siswo Wardoyo Sobar, Fragrans Anjasmara Sri Kliwati sulfa, Nafilah Sulfa Taruno, Warsito P. Teguh Firmansyah Teguh Firmansyah Wahyu Widada Wahyu Widada Wahyu Widada Wahyuni Martiningsih Warsito P. Taruno Warsito P. Taruno Warsito P. Taruno Wibowo, Risky Ari Widada, Wahyu Widada, Wahyu Wilda Annisa3 Yanti Wulandari Yusuf, Arbai Zaharda, Alfirdaus