Content of the talk: •State of the art and required R&D new developments •A first key technology : Embedded Bayesian Perception (Basic principles, framework and main implementation issues) •An additional key technology: Prediction, Short-term & Medium-term Collision risk assessment, Decision-making for Autonomous Driving •Recent experimental results in the scope of some R&D projects with IRT Nanoelec, Toyota and Renault.