In this study, the You Only Look Once Version 8 (YOLOv8) algorithm was used to detect and use the Supervision library to calculate the number of vehicles violating zebra crossings. The Two Dimensional Convolutional Neural Network (2DCNN) method was used to determine the level of violations with the parameters zero, low, medium, and high. This research uses a vehicle image dataset totaling 3592 …