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Antoni Antoni
Department of Economics, Bung Hatta University, Padang, Indonesia
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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 A.A. Ketut Agung Cahyawan W Adi, Kun Muhammad Afdhal Fuadi Agung Sugiarto Ahmad Yazid Lubis Akmal Akmal Ali Djamhuri Ali Muhdi, Ali Almuhardi, Ihsan Alvin Krisnanta Widianto, Alvin Krisnanta Angdiarto, Stella Patricia Apriani Apriani Aunida, Lale Fadilla Putri Azhar, Wisnu Azmi, Fauziah Azzah, Fhasa Lifiansah Bambang Dwi Prasetyo Barthos, Megawati Budi Santosa Christanto, Daniel Daelami, Muhammad Syadid Damanik, Doni Kusuma Devani, Khairul Diar Januar Utomo Djwantoro Hardjito Dmitri, Benedictus Trista Eka Handayani Fairuza Arindra Fanuel Jeffry Christianto Febri, Suri Purnama Felicia Tria Nuciferani Firmantoro, Verdy Fitriano, Yun Gan, Aldwin Ivan Ghozali, Kurniawati Ester halim, sahril Happy Fitria, Happy Haser, Teuku Fadlon Hasyim, Alwi Herlina Putri Endah Sari Husni, Muhammad Hakim I Ketut Suada Ika Rezvani Aprita Ikhsan, Lalu Fatihul Irwan muslim, Irwan muslim Irwan muslim, Irwan muslim Jerry Laksmana Wiranegara, Jerry Laksmana Juan Satria, Juan Judijanto, Loso Kamela, Ice Karlin Karlin Kuncoro, Albert Ladewi, Yuhanis M. Farid Wajdi, M. Farid Maulana Maulana, Maulana Maulina Pia Wulandari Meok, Lydia Yuniarti Mhd. Zulfansyuri Siambaton, Mhd. Zulfansyuri Mira Asmirajanti Miswardi Miswardi, Miswardi Mizan, Mizan Mokhta, Aminudin Monika Suciana, Elvira Mukarlina, Mukarlina Muslim, Irwan Muslim, Irwan Nasfi, Nasfi Natanegara, Albert Nazlia, Suraiya Ningrum, Berlian Agustin Nofrivul, Nofrivul Nofrivul, Nofrivul Norain Mod Asri, Norain Mod Noviani, Dina Novita Wulandari Novriasyah, Yudhi Nur Ahyani Nurdin Bakri Nurhaviza, Siti Oris Krianto Sulaiman Paramitha, Dewanti Ratna Prasetyo Bonifasius Sitanggang Prawitasari , Andriyani Priyana, Yana Puspita, Purwanti Rachmawati Rusydi, Rachmawati Rahmawati, Rahmawati Ramadhanu, Agung Ratih Juwita, Ratih Raven Andrean Subroto Reni Yuliviona, Reni Reri Anton, Reri Anton Reri Anton, Reri Anton Rian Adi Pamungkas, Rian Adi Rima Melati Rina Febriani, Rina Febriani Rohmi, Baiq Ayu Zahari Al Rosimarsandi, Baiq Maudina Rosya, Ernalinda Sam Wahyudi Winata Saragih, Yenny Puspita Sari, Widia Saripurna, Darjat SATRIYAS ILYAS Savira, Anisa Sembiring, M. Roni Septikyanti, Septikyanti Siregar, Alwi Maulana Siti Komariyah Stanty Aufia Rachmat Stanty Aufia Rachmat Stiawan, Erix Sudirman Sudirman Sujoko, Anang Supri yati Supriandi Supriandi, Supriandi Sutikno, Henry Syukri Iska, Syukri Taufik Kurahman, Taufik Thomas, Chrisco Nathaniel ULWAN FAKHRI NOVIADHISTA Venanda, Yohana Reienha Satyara Vic, Binsar Jon Wardoyo, Vellyana Wijaya, Ermy Winartono, Winartono Wulandari, Rina Dwi Yonathan, Albertus Yusrizal Akmal Zaitul Zaitul Zulfa Zakiah Zulfansyuri, Mhd. Zulfi Azhar Zulia Hanum Zulkefly Abdul Karim