A method for detecting an object in an image includes determining a shape model from aligned training examples, and implementing the shape model as a prior within a level set framework for determining the object in the image, wherein the level set framework determines a projection of the object in the image and a confidence measure along portions of the projection, the level set framework being constrained by the prior.