Almost all car and truck manufacturers are today developing and demonstrating vehicle concepts for autonomous driving. Beyond the hype, autonomy promises to improve transport safety, performance and cost-efficiency. Autonomy is often described on a scale, from driving controlled by a human, over scenario specific autonomy (e.g. on a certified road), to full autonomy, where the driver is no longer in charge, nor expected to take over control.