 The proposed approach for traffic sign recognition, TSR, uses a combination of hard cascades and a deep convolutional neural network, CNN. It achieves high accuracy and low latency, making it suitable for use in autonomous driving systems. This article was authored by Nesreen Triki, Mohammed Kerry, and Mohammed Qsantini.