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).
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).
Intensity-based 2D-3D medical image registration is a special case of the pose estimation problem from computer vision with many applications in medicine. This...
Image registration is the process of systematically placing separate images in a common frame of reference so that the information they contain can be optimally integrated or compared. This is...
Based on the author's lecture notes and research, this well-illustrated and comprehensive text is one of the first to provide an introduction to image registration with particular emphasis on...
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