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Mutual Information-Based Image Registration
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Mutual information, in addition to having §application in fields such as communication and §computer vision, has resulted in fully automated §image registration methods. Mutual information, in §the context of image registration, is given by the §difference between the sum of the entropies of §individual overlapping images and the joint entropy §of the combined images. It is a measure of the §reduction in uncertainty about one image due to §knowledge of the other. The book begins with a broad §overview of medical image registration as the §context in which to present the discrete mutual §information-based registration method. The theory §and mathematics of discrete mutual information and §its origin in information theory is presented, §followed by discussion of its application in image §registration. Finally, a specific example of mutual §information-based medical 2D-2D image registration §is presented: registration of digitally §reconstructed radiographs (DRRs) and electronic §portal images (EPIs).
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