The framework for our registration process is illustrated in Figure 2. The method requires a pair of registered training images of the same modalities as those we wish to register in order to build the joint intensity model. To align a novel pair of images, we compute the likelihood of the two images given a certain pose based on our model by sampling the intensities at corresponding points. We improve the current hypothesized pose by ascending the log likelihood function.
