This paper presents the current status of the ARGO Project, whose main target is the development of an active safety system and an automatic pilot for a standard road vehicle. First the ARGO project is briefly described along with its main objectives and goals; then the autonomous vehicle prototype and its functionalities are presented. An overview of the computer vision algorithms for the detection of lane markings, generic obstacles, leading vehicles and pedestrians is given