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This paper presents a redundancy-based scheme allowing to avoid both occlusions and obstacles for a mobile robot performing a vision-based task in a cluttered environment. We consider the model of a cart-like robot equipped with ultrasonic sensors and a camera mounted on a pan-platform. The proposed method relies on the continuous switch between several controllers depending on the environment. Experimental results validating this approach are given at the end of the paper.