Due to the explosive increase per capita in vehicle ownership China brought about by continuous development of economy and society, many negative impacts have arisen, making it necessary establish smart city system that has rapidly developing detection technology as its data acquisition system. This paper proposes a lightweight model based on an improved version YOLOv5 address problem missed fa...