Point set registration (PSR) is an essential problem in the field of surgical navigation and augmented reality (AR). In navigation, aim mapping pre-operative space to intra-operative space. This article introduces a reliable hybrid mixture model, which reliability normal vectors generalized point (GPS) examined exploited. The motivation considering orientation information that cannot be estimat...