1. A method for image segmentation using a shape prior, comprising the steps of: (a) applying an initial shape to a first portion of an image; (b) forming a narrowband around a border of the shape; (c) calculating a minimum graph cut of a second portion of the image within the narrowband; and (d) adjusting the shape by fitting a result of the minimum graph cut using the shape prior.