Saragih, R., Imeldawaty Gultom, Frans Ikorasaki and Theodora MV Nainggolan (2025) “Implementation of YOLOv8 for Object Detection in Urban Traffic Surveillance A Case Study on Vehicles and Pedestrians from CCTV Imagery”, Journal of ICT Aplications and System, 4(1), pp. 16-25. doi: 10.56313/jictas.v4i1.430.