Implementation of the YOLO Algorithm for Detecting Bullying Behavior at Pesantren Bisnis SMK Skill Village Islamic School Jonggol Bogor
DOI:
https://doi.org/10.62951/ijies.v2i4.346Keywords:
Behavior Detection, Boarding School, Bullying, Vocational High School, YOLOAbstract
Bullying is a serious problem that can disrupt the learning process and mental development of students, including in Islamic boarding schools. Early detection of bullying is essential to creating a safe and conducive learning environment. This study aims to apply the You Only Look Once (YOLO) algorithm to automatically detect bullying through video recordings in the environment of the SMK Skill Village Islamic School Business Boarding School. The method used involves collecting a video dataset representing various types of bullying behavior, labeling the data, and training an object detection model using the YOLOv5 algorithm. The developed system is capable of detecting and classifying bullying behavior in real- time with detection accuracy reaching [accuracy value if known]. The implementation of this system is expected to assist school authorities and boarding school administrators in monitoring, preventing, and addressing bullying incidents more quickly and effectively, while also serving as an initial step in leveraging artificial intelligence technology to create a safer and more comfortable educational environment.
References
Abdillah, F., Khoiriyah, A., Aziz, A. N., & Wiryawan, I. G. (2024). Sistem deteksi kekerasan real-time menggunakan YOLOv5 untuk keamanan publik. SNESTIK: Seminar Nasional Teknik Elektro, Sistem Informasi, Dan Teknik Informatika. https://doi.org/10.31284/p.snestik.2024.5861
Achmad, M. H., Pramudwiatmoko, A., Gumilang, M. S., Al Karim, B., & Wiyono, H. (2025). Analisis kinerja model deteksi objek YOLO, SSD, dan Faster R-CNN pada citra penglihatan malam untuk pengenalan tindak kejahatan. Jurnal Teknologi Informasi Dan Ilmu Komputer, 12(1), 145–152. https://doi.org/10.25126/jtiik.2025128409
Aini, Q., Lutfiani, N., Kusumah, H., & Zahran, M. S. (2021). Deteksi dan pengenalan objek dengan model machine learning: Model YOLO.
Azman, K., Arhami, M., & Azhar. (2022). Metode You Only Look Once (YOLO) dalam deteksi physical distancing dan wajah bermasker. Proceeding Seminar Nasional Politeknik Negeri Lhokseumawe, 6(1), A-107--A-113.
Djamzuri, M. I., & Mulyana, A. P. (2023). Fenomena bullying dalam mendorong kebijakan literasi berbasis AI (Artificial Intelligence) pada teknologi media baru. INNOVATIVE: Journal of Social Science Research, 3(6), 1304–1312.
Hadi, M. A., Ferdian, R., & Arief, L. (2021). Klasifikasi tingkat ancaman kriminalitas bersenjata menggunakan metode You Only Look Once (YOLO). CHIPSET, 2(1), 33–40. https://doi.org/10.25077/chipset.2.01.33-40.2021
Han, H., Asif, M., Awwad, E. M., Sarhan, N., Ghadi, Y. Y., & Xu, B. (2024). Innovative deep learning techniques for monitoring aggressive behavior in social media posts. Journal of Cloud Computing, 13(1). https://doi.org/10.1186/s13677-023-00577-6
Harjoko, A. (2019). Pengolahan citra digital dan penerapannya dalam computer vision. Gadjah Mada University Press.
Hertinjung, W. S. (n.d.). Bentuk-bentuk perilaku bullying di sekolah dasar.
Laia, F. H., Rosnelly, R., Naswar, A., Buulolo, K., Christin, M., & Lase, M. (2023). Deteksi pengenalan wajah orang berbasis AI computer vision.
Mulyana, D. I., Siregar, M. H., & Studi, P. (n.d.). Deteksi dini siswa korban bullying dalam penerapan data mining menggunakan algoritma C4.5 pada SMP IDN Jonggol.
Nur, S., Lusiana, E., & Arifin, S. (n.d.). Dampak bullying terhadap kepribadian dan pendidikan seorang anak.
Nurfatikhah, B. C. D., Putro W., A. D., & Dewi, A. R. (2025). Pengembangan aplikasi deteksi objek untuk penyandang disabilitas tunanetra menggunakan YOLO. E-Proceeding of Engineering, 12(2), 3428–3434.
Redmon, J., Divvala, S., Girshick, R., & Farhadi, A. (2016). You only look once: Unified, real-time object detection. ArXiv. https://arxiv.org/abs/1506.02640
Sidik, G. A. (2024). Deteksi tindak kekerasan dan perundungan pada anak berbasis YOLOv8 (You Only Look Once).
Susanti, L., Daulay, N. K., & Intan, B. (2023). Sistem absensi mahasiswa berbasis pengenalan wajah menggunakan algoritma YOLOv5. JURIKOM (Jurnal Riset Komputer), 10(2), 640–647. https://doi.org/10.30865/jurikom.v10i2.6032
Syaputra, M. A., Pinem, J., Lubis, A. A., & Denia, Y. (2023). Implementasi algoritma YOLO dalam pengklasifikasian objek transportasi pada lalu lintas Kota Medan. Populer: Jurnal Penelitian Mahasiswa, 3(1), 13–23. https://doi.org/10.58192/populer.v3i1.1641
Yani, L. (n.d.). Eksplorasi fenomena korban bullying pada kesehatan jiwa remaja di pesantren. www.jik.ub.ac.id
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 International Journal of Information Engineering and Science

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.


