1. A computer-implemented method for characterizing a shape in medical images, comprising: a) obtaining a candidate shape; b) computing a visible surface adjacent to said candidate shape, wherein said visible surface comprises one or more portions of said medical image that are visible by said candidate shape; and c) computing one or more parameters of said visible surface.