This project has developed a reliable obstacle detection for autonomous vehicles, so they are capable of performing manoeuvres autonomously to avoid collisions. While driving, there are situations in which the performance of the driver may not be the optimal. In order to improve safety, this project has developed in-vehicle systems of assistance aimed to provide additional information, warn of potentially dangerous situations or even react in such situations.