Aiming at recognizing small-scale and complex traffic signs in the driving environment, a sign detection algorithm YOLO-FAM based on YOLOv5 is proposed. Firstly, new backbone network, ShuffleNet-v2, used to reduce algorithm’s parameters, realize lightweight detection, improve speed. Secondly, Bidirectional Feature Pyramid Network (BiFPN) structure introduced capture multi-scale context informat...