This letter introduces a novel rigid point set registration (PSR) approach that accurately aligns the pre-operative space and intra-operative together in scenario of computer-assisted orthopedic surgery (CAOS). Motivated by considering anisotropic positional localization noise utilizing undirected normal vectors sets (PSs), multi-variate Gaussian distribution Watson are utilized to model vector...