Future driver assistance systems will require highly accurate positioning. One way to achieve this is by using on-board sensors to measure the relative location of landmarks for which the absolute coordinates are known. This paper investigates the use of mobile laser scanning for the fully automatic generation of such landmark maps. Starting from