This paper presents a novel visual feature based scene mapping method for underwater vehicle manipulator systems (UVMSs), with specific emphasis on robust in natural seafloor environments. Our uses GPU accelerated SIFT features graph optimization framework to build map. The map scale is constrained by from mounted stereo camera, and we exploit the dynamic positioning capability of system fusing...