1. A method for three-dimensional contour tracking comprising the steps of: building a plurality of shape models; building a plurality of appearance models; training a learning/classification algorithm using said shape models and appearance models; localizing a contour using the said learning/classification algorithm about an object in a digitized image; and tracking said contour along said object in 3D incorporating said learning/classification algorithm.