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Interest in autonomous vehicles (AVs) have grown in the past years and represent an important innovation for the automotive industry. Self-driving cars pave the way for myriad relevant applications across multiple fields. In such a dynamic context, work and research in this area has grown greatly over the last years (Carvalho & Borrelli, 2015). This topic has even raised interest within the robotics community and was the target focus of many robotic competitions around the world. An autonomous intelligent vehicle has to perform a number of tasks, sometimes in a limited amount of time. The most critical task is the perception and mapping of the surrounding environment. This involves being capable of identifying and tracking road lanes, being able to process traffic lights and road signs, and being consistent at identifying and avoiding obstacles (Häne, Sattler, & Pollefeys, 2015). The interest in robotics field as a teaching tool to promote the STEM areas - Science, Technology, Engineering and Mathematics has grown in the past years. Some initiatives like RoboCup contest (RoboCup, 2016) that have its first edition 1993, RoboParty (RoboParty, 2016) going in the 10th edition in 2016, the CEABOT (CEABOT, 2016) since 2006, ISTROBOT (ISTROBOT 2016, 2016) since 2000, “Micro-Rato” (Micro-Rato, 2015) since 1995, Micromouse Portuguese Contest (Micromouse, 2016) since 2011 focus on promote robotics challenges. In 2015, the car brand Audi has proposed a challenge called Audi Autonomous Driving Cup (Audi Autonomous Driving Cup, 2016) aiming to promote the autonomous driving challenges. This competition is orientated to students of computer science, electrical engineering, mechanical engineering or similar disciplines. The participants are asked to develop fully automated driving functions and the necessary software architectures. For this task, a hardware platform model vehicle, with a scale of 1:8, is provided. This vehicle was developed specially for the competition. Giving the last year success, Audi has repeated the competition in 2016, offering a cash prize of 10,000 euros. As such, the autonomous driving paradigm is well-suited to incentive robotics students in those competitions, such as the Portuguese National Robotics Festival (PNRF) - “Festival Nacional de Robótica.”