Penerapan Algoritma YOLO Dalam Deteksi Tindakan Bullying Pada Pesantren Bisnis SMK Skill Village Islamic School
DOI:
https://doi.org/10.62951/ijies.v2i4.346Keywords:
Bullying, YOLO, Behavior Detection, Vocational High School, Boarding SchoolAbstract
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
S. Nur, E. Lusiana, and S. Arifin, “DAMPAK BULLYING TERHADAP KEPRIBADIAN DAN PENDIDIKAN SEORANG ANAK.”
W. S. Hertinjung, Bentuk-bentuk Perilaku Bullying di Sekolah Dasar, Fakultas Psikologi, Universitas Muhammadiyah Surakarta.
F. Hermanto Laia, R. Rosnelly, A. Naswar, K. Buulolo, M. Christin, and M. Lase, “DETEKSI PENGENALAN WAJAH ORANG BERBASIS AI COMPUTER VISION,” 2023.
G. A. Sidik, “DETEKSI TINDAK KEKERASAN DAN PERUNDUNGAN PADA ANAK BERBASIS YOLOV8 (YOU ONLY LOOK ONCE)”,
Universitas Muhammadiyah Ponorogo 2024.
F. Abdillah, atul Khoiriyah, A. Nurfal Aziz, and I. Gede Wiryawan Politeknik Negeri Jember, “SNESTIK Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika Sistem Deteksi Kekerasan Real-Time menggunakan YOLOv5 untuk Keamanan Publik”, doi: 10.31284/p.snestik.2024.5861.
D. I. Mulyana, M. Hafiz Siregar, and P. Studi, “Deteksi Dini Siswa Korban Bullying dalam Penerapan Data Mining Menggunakan Algoritma C4.5 pada SMP IDN Jonggol.”
H. Han, M. Asif, E. M. Awwad, N. Sarhan, Y. Y. Ghadi, and B. Xu, “Innovative deep learning techniques for monitoring aggressive behavior in social media posts,” Journal of Cloud Computing, vol. 13, no. 1, Dec. 2024, doi: 10.1186/s13677-023-00577-6.
Q. Aini, N. Lutfiani, H. Kusumah, and M. S. Zahran, “DETEKSI DAN PENGENALAN OBJEK DENGAN MODEL MACHINE LEARNING: MODEL
YOLO,” 2021.
L. Yani, “EKSPLORASI FENOMENA KORBAN BULLYING PADA KESEHATAN JIWA REMAJA DI PESANTREN.” [Online]. Available:
www.jik.ub.ac.id
R. A. MELITA, S. B. BHASKORO, and R. SUBEKTI, “Pengendalian Kamera berdasarkan Deteksi Posisi Manusia Bergerak Jatuh berbasis Multi Sensor Accelerometer dan Gyroscope,” ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika, vol. 6, no. 2, p. 259, Jul. 2018, doi: 10.26760/elkomika.v6i2.259.
Implementasi Algoritma YOLO Dalam Pengklasifikasian Objek Transportasi pada Lalu Lintas Kota Medan
Muhammad Agus Syaputra, Josua Pinem, Afiq Alghazali Lubis, and Yuva Denia, “Implementasi Algoritma YOLO Dalam Pengklasifikasian Objek Transportasi pada Lalu Lintas Kota Medan,” Populer: Jurnal Penelitian Mahasiswa, vol. 3, no. 1,
pp. 13–23, Dec. 2023, doi: 10.58192/populer.v3i1.1641.
B. C. D. Nurfatikhah, A. D. Putro W., and A. R. Dewi, "Pengembangan Aplikasi Deteksi Objek untuk Penyandang Disabilitas Tunanetra Menggunakan YOLO," e-Proceeding of Engineering, vol. 12, no. 2, pp. 3428–3434, Apr. 2025.
M. H. Achmad, A. Pramudwiatmoko, M. S. Gumilang, B. Al Karim, and H. Wiyono, “Analisis Kinerja Model Deteksi Objek YOLO, SSD, dan Faster R- CNN pada Citra Penglihatan Malam untuk Pengenalan Tindak Kejahatan,” J. Teknol. Inf. dan Ilmu Komput., vol. 12, no. 1, pp. 145–152, Feb. 2025, doi: 10.25126/jtiik.2025128409.
M. Abdul Hadi, R. Ferdian, and L. Arief, “Klasifikasi Tingkat Ancaman Kriminalitas Bersenjata Menggunakan Metode You Only Look Once (YOLO),” CHIPSET, vol. 2, no. 01, pp. 33–40, Apr. 2021, doi: 10.25077/chipset.2.01.33-40.2021.
M. I. Djamzuri and A. P. Mulyana, “Fenomena bullying dalam mendorong kebijakan literasi berbasis AI (Artificial Intelligence) pada teknologi media baru,” INNOVATIVE: Journal of Social Science Research, vol. 3, no. 6, pp. 1304–1312, 2023.
A. N. Sugandi and B. Hartono, “OBJECT TRACKING MENGGUNAKAN ALGORITMA YOU ONLY LOOK ONCE(YOLO)v8 UNTUK
MENGHITUNG KENDARAAN” “Prosiding The 13th Industrial Research Workshop and National Seminar Bandung,” 2022.
N. J. Hayati, D. Singasatia, M. R. Muttaqin, T. Informatika, S. Tinggi, and T. Wastukancana, “OBJECT TRACKING MENGGUNAKAN ALGORITMA YOU ONLY LOOK ONCE (YOLO)v8 UNTUK MENGHITUNG KENDARAAN,”
KOMPUTA : Jurnal Ilmiah Komputer dan Informatika, vol. 12, no. 2, 2023, [Online]. Available: https://universe.roboflow.com/
Y. Yanto, F. Aziz, and I. Irmawati, “YOLO-V8: Peningkatan Algoritma untuk Deteksi Pemakaian Masker Wajah,” JATI (Jurnal Mahasiswa Teknik Informatika), vol. 7, no. 3, pp. 1437–1444, Jun. 2023.
F. Ardiyansyah, K. Setiawan, and N. Sutisna, "Implementation of IDS on computer networks using Snort based on Telegram chatbot," MALCOM: Indonesian Journal of Machine Learning and Computer Science, vol. 4, no. 4,
pp. 1614–1623, Oct. 2024. doi: 10.57152/malcom.v4i4.1561.
L. Susanti, N. K. Daulay, and B. Intan, “Sistem absensi mahasiswa berbasis pengenalan wajah menggunakan algoritma YOLOv5,” JURIKOM (Jurnal Riset
Komputer), vol. 10, no. 2, pp. 640–647, Apr. 2023, doi: 10.30865/jurikom.v10i2.6032.
K. Azman, M. Arhami, dan Azhar, “Metode You Only Look Once (YOLO) dalam Deteksi Physical Distancing dan Wajah Bermasker,” Proceeding Seminar Nasional Politeknik Negeri Lhokseumawe, vol. 6, no. 1, pp. A-107– A-113, Nov.
, ISSN: 2598-3954.
J. Redmon, S. Divvala, R. Girshick, and A. Farhadi, You Only Look Once: Unified, Real-Time Object Detection, arXiv preprint arXiv:1506.02640, 2016.
[Online]. Available: https://arxiv.org/abs/1506.02640
A. Harjoko, Pengolahan Citra Digital dan Penerapannya dalam Computer Vision, Yogyakarta: Gadjah Mada University Press, 2019.
M. Muslihudin, dalam Analisis Sistem dan Perancangan, Jakarta: (penerbit), 2016, hlm. 49–50.
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.


