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This paper proposes a compact and lightweight system for 3D vision based autonomous navigation. Our navigation system consists of two main components: a stereo vision camera with FPGA processing developed by our research group and an embedded quad core ARM board. These two components allow us to implement a robust obstacle detection algorithm that enables control of a moving vehicle in an unknown...