In vision-based surveillance systems, pedestrian recognition and path prediction are critical concerns. Advanced computer vision applications, on the other hand, confront numerous challengesdue to differences in postures scales, backdrops, occlusion. To tackle these challenges, we present a YOLOv5-based deep learning-based method. The updated YOLOv5 model was first used detect pedestrians of va...