1. A method, comprising: comparing a pair of X-ray images of a volume of interest with a corresponding pair of reference images from a 3-D scan of the volume of interest to determine a combined similarity measure between the pair of X-ray images and the corresponding pair of reference images; and searching a combined registration search space to maximize the combined similarity measure, wherein the pair of X-ray images is jointly registered with the pair of reference images.