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All Journal Techno.Com: Jurnal Teknologi Informasi Jurnal Sisfokom (Sistem Informasi dan Komputer) Jurnal Ilmiah Media Sisfo JOURNAL OF SCIENCE AND SOCIAL RESEARCH JOISIE (Journal Of Information Systems And Informatics Engineering) INTI Nusa Mandiri Jurnal Teknologi Dan Sistem Informasi Bisnis JATI (Jurnal Mahasiswa Teknik Informatika) Indonesian Journal of Electrical Engineering and Computer Science Jurnal Pendidikan Guru (JPG) JITSI : Jurnal Ilmiah Teknologi Sistem Informasi Journal of Education Research Algoritme Jurnal Mahasiswa Teknik Informatika Jurnal Pustaka AI : Pusat Akses Kajian Teknologi Artificial Intelligence Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Komtekinfo Indonesian Journal Computer Science (ijcs) Journal of Information System and Education Development Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) The Indonesian Journal of Computer Science CSRID
Ramadhanu, Agung
Unknown Affiliation
Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Mathematics Social Sciences Other

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Journal : Algoritme Jurnal Mahasiswa Teknik Informatika

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Klasifikasi Penggunaan Helm pada Citra Pengendara Sepeda Motor Menggunakan K-Means Clustering dan GLCM Antoni, Antoni; Ramadhanu, Agung
Jurnal Algoritme Vol 5 No 2 (2025): April 2025 || Algoritme Jurnal Mahasiswa Teknik Informatika
Publisher : Program Studi Teknik Informatika Universitas Multi Data Palembang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35957/algoritme.v5i2.10921

Abstract

The safety of motorcycle riders is a critical issue, particularly in countries with high traffic accident rates. In Indonesia, motorcycles make up the majority of personal vehicles, with over 130 million units as of June 2023, but many riders fail to comply with helmet usage regulations. Helmets significantly reduce the risk of fatal head injuries, yet the compliance rate remains low. To address this issue, an image classification system for motorcycle riders using helmets is proposed, leveraging image processing techniques and machine learning. By leveraging the K-Means Clustering algorithm, the system segments motorcycle images into two categories: riders with helmets and those without. The images are pre-processed, converted from RGB to LAB color space, and K-Means clustering is used to segment background and object areas. Feature extraction is applied using GLCM (Gray-Level Co-occurrence Matrix) to identify key characteristics such as texture and shape. The system compares the extracted features using Euclidean distance to classify whether a rider is wearing a helmet. Results show an accuracy rate of 94% in classifying helmet usage from 50 test images. This method can serve as an efficient and cost-effective alternative to more computationally intensive techniques like deep learning, with potential for real-time traffic surveillance applications.
Co-Authors Afriadi Afriadi Afriadi, A Agus Salim, David Ahmad Syarif ahmad yani Akbar, Syifa Chairunnissa Deliva Al-arrafi, Muhammad Ikhsan Angga Angga Anggara Putra, Febri Antoni Antoni Chairunnissa Deliva Akbar, Syifa Chan, Fajri Rinaldi Devita, Retno Dicky Imansyah, Muhammad Dila, Rahmah Enggari, Sofika Erlanda, Hadrian Fajri Saputra, Charisman Gafari, Abuzar Gunadi Widi Nurcahyo Hadi Syahputra Halifia Hendri Harnaranda, Jefri Hidayati, Dzil Honestya, Gabriela Ilmawan, Fachrul Irsyad, As'Ary Sahlul Karseno, Doni Khomsi, Ahmad Mardison Mardison Masri, Taufik Muhammad Idris Nadia, Nadia Aini Hafizhah Negoro, Wahyu Saptha Nurdiansyah, Ali Permata, Edo Pertiwi, Yuliana Pratama, Dede Putra, Kharisma Utama Rahmad Rahmad Rahmad, R Rianti, Eva Riati, Itin Riyan Saputra, Riyan Rosa, Imelda Sajida, Mayang salim, alfajri Saputra, Randy Sarjon Defit Selvia, Dina Silfia Andini, Silfia Sumijan, S Sutri, Ridwan Syafril Syafril Syafril, S Syalsabilla, Adinda Tesa Vausia Sandiva Utama Putra, Kharisma Vidyanti, Angela Citra Wirdawati, Wira Yanti, Rahma Yasmin, Nabila Yasmin, Nabilla Yemi, Leonardo Yesi Betriana Roza, yesibetriana_18 Yolanda Yolanda, Yolanda Yosfand, Windra Yuhandri Yulihartati, Sandra