In this paper we propose a new vision based method for robot localization using an omnidirectional camera. The method has three steps efficiently combined to deal with big reference image sets, each step evaluates less images than the previous but is more complex and accurate. Given the current uncalibrated image seen by the robot, the hierarchical algorithm gives the possibility of obtaining a...