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Research focuses on the autonomy for mobile robots, that is, being able to deploy robots in indoors, urban or outdoors environments and robots being able to execute any given task efficiently, reliably and safely. To achieve this, it is important to investigate on Perception (how to perceive and understand the world) and Action (how to actuate in succeed in a given task) and the combination of both topics into new solutions.