Stochastic Modeling for Medical Image Analysis (eBook, PDF)
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This book provides a brief introduction to medical imaging, stochastic modeling, and model-guided image analysis. It presents the latest state of the art in stochastic modeling for medical image analysis while incorporating fully tested experimental results throughout. This valuable resource details efficient stochastic modeling techniques, including shape models of objects of interest; shape and visual appearance models based on analytic learning of 2nd- or higher-order non-parametric Markov-Gibbs random fields; and appearance models based on precise unsupervised learning of a mixture of pseu...
This book provides a brief introduction to medical imaging, stochastic modeling, and model-guided image analysis. It presents the latest state of the art in stochastic modeling for medical image analysis while incorporating fully tested experimental results throughout. This valuable resource details efficient stochastic modeling techniques, including shape models of objects of interest; shape and visual appearance models based on analytic learning of 2nd- or higher-order non-parametric Markov-Gibbs random fields; and appearance models based on precise unsupervised learning of a mixture of pseudo-distributions approximating an empirical marginal probability distribution of pixel/voxel intensities.
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