1. A method for shape registration comprising: generating a set of training shape vectors from images in an image database to identify landmark points associated with one or more object types; describing distribution of shape in a set of training shape vectors as a prior of tangent shape in tangent shape space, transformation differences having been removed from the training shape vectors; and incorporating the prior of tangent shapes into a unified Bayesian framework for shape registration.