1. A method for identifying salient points from three-dimensional image data, the method comprising: executing instructions on a computer system to generate a three-dimensional surface mesh from the three-dimensional image data; categorize lengths of paths on the three-dimensional surface mesh, the paths connected to one or more points of a plurality of points on the three-dimensional surface mesh; and identify a subset of the plurality of points as salient points based upon the categorized lengths of paths.