YOLOv7 algorithm and Winograd acceleration circuit for real-time road image recognition and reminder

Based on the severity and importance of road traffic accidents, this scheme studies how to provide better warnings and help drivers better recognize road conditions and signs, thereby reducing the occurrence of road traffic accidents. The recognition of road signs through YOLOv7 aims to provide drivers with more accurate and real-time road condition information. With the improvement of autonomous driving technology, our real-time traffic signal recognition system can also be used as one of the basic technologies of autonomous driving vehicles, thereby improving the safety and performance of autonomous driving vehicles.