1. A method for performing image registration, comprising the steps of: obtaining a reference image dataset and at least one other target image dataset; defining an image mask for a region of interest in the reference image dataset; and registering a corresponding region of interest in the at least one other target image dataset with the image mask, using a similarity metric, wherein the similarity metric is computed based on one or more voxels in the region of interest defined by the image mask.