1. A method of verifying a registration of a digital image, said method comprising the steps of: receiving a reference image and a moving image that has been registered to said reference image, wherein said reference image and said moving image are representations of a same object, wherein each said image comprises a plurality of intensities defined for a three-dimensional (3D) domain of points; selecting a symmetry axis in the object represented in the image; selecting one or more landmarks in said images, and defining a neighborhood in the domain of each image near each selected landmark, said neighborhoods defined to be symmetric about said symmetry axis; extracting feature sets from the neighborhoods for the reference image and the moving image; calculating a total quality measure of the registration of the moving image from a distance metric applied to the feature sets extracted from the neighborhoods of the reference image and the registered moving image, wherein said total quality measure is a weighed sum of neighborhood quality measures calculated by applying the distance metric to said feature sets in each neighborhood defined as q i = d ⁡ ( S ref + ⁡ ( i ) , S mov + ⁡ ( i ) , S ref - ⁡ ( i ) , S mov - ⁡ ( i ) ) , wherein d is the distance metric for comparing two sets of data, S mov + (i) and S mov − (i) express the features extracted from each landmark i in their respective neighborhoods of said registered moving image on both sides of the symmetry axis, and S ref + (i) and S ref − (i) express the features extracted from each landmark i in their respective neighborhoods of said reference image on both sides of the symmetry axis; comparing the total quality measure to a threshold determined from a reference atlas for the object represented in the image; and determining whether to accept or reject the registration of the moving image based on the comparison result.