This paper proposes to consider direct visual ser- voing (DVS) for object manipulation by a robot arm. The convergence domain limits of DVS are overcome by introducing the non-linear scale space related to camera pose. Its use in a new, yet little complex, direct cost can enlarge twice the convergence domain of one state-of-the-art DVS, as many experiments of symmetric object orientation control assess.