Autonomous Learning of Object Representations Utilizing Self { Controlled Movements 1

We introduce an object recognition system based on bent and stretched Gabor wavelets, called banana wavelets. Banana wavelets can be metrically organized. Utilizing this metric, representations of objects are learned autonomously on training data generated by a robot arm combined with a camera. We discuss possible analogies to learning of object representations by infants.