This work presents a solution for autonomous vehicles to detect arbitrary moving traffic
participants and to precisely determine the motion of the vehicle. The solution is based on
three-dimensional images captured with modern range sensors like e.g. high-resolution laser
scanners. As result objects are tracked and a detailed 3D model is built for each object and
for the static environment. The performance is demonstrated in challenging urban environments
that contain many different objects.