With the rising number of vehicle ownership nationwide and consequent increase in traffic accidents, detection for surveillance video is an effective method to reduce accidents. However, existing methods suffer from high computational load, low accuracy, excessive reliance on large-scale computing servers. Therefore, research will try fuse coordinate attention mechanism improve YOLOv5 network, ...