In this work we present a system to fully automatically create a highly accurate visual feature
map from image data aquired from within a moving vehicle. Moreover a system for high precision
self localization is presented. Furthermore we present a method to automatically learn a
visual descriptor. The map relative self localization is centimeter accurate and allows
autonomous driving.
