Performance driven animation (also called expression mapping) is an important area of research in computer graphics. The technique relies on using an input face to animate either a computer generated face or a real face [Cosker et al. 2008; Vlasic et al. 2005]. One of the core challenges with facial animation is the automatic synthesis of facial dynamics.