Registering partial point clouds is crucial in numerous applications the field of robotics, vision, and graphics. For arbitrary configurations, registration problem requires an initial global alignment, which computationally expensive often still refinement. In this paper, we propose a pair-wise method that combines fast convergence made possible by hierarchical surface descriptors with arbitra...