
Probabilistic Tissue Characterization for Ultrasound Images
Please use this identifier to cite or link to this publication: http://hdl.handle.net/10380/3517 |
Published in The Insight Journal - 2015 January-December.
Submitted by Ariel Hernán Curiale on 05-27-2015.
This document describes the derivation of the mixture models commonly used in the literature to describe the probabilistic nature of speckle: The Gaussian Mixture Model, the Rayleigh Mixture Model, the Gamma Mixture Model and the Generalized Gamma Mixture Model. New algorithms were implemented using the Insight Toolkit
ITK for tissue characterization by means of a mixture model.
The source code is composed of a set of reusable ITK filters and classes. In addition to an overview of our implementation, we provide the source code, input data, parameters and output data that the authors used for validating the different probabilistic tissue characterization variants described in this paper. This adheres to the fundamental principle that scientific publications must facilitate reproducibility of the reported results.
ITK for tissue characterization by means of a mixture model.
The source code is composed of a set of reusable ITK filters and classes. In addition to an overview of our implementation, we provide the source code, input data, parameters and output data that the authors used for validating the different probabilistic tissue characterization variants described in this paper. This adheres to the fundamental principle that scientific publications must facilitate reproducibility of the reported results.
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Categories: | Bayesian Decision Theory, Classification, Density Estimation, Mixture of densities |
Keywords: | Tissue Characterization, Mixture Model, Ultrasound |
Toolkits: | ITK |
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![]() by Dowson N., Baker C., Raffelt D., Smith J., Thomas P., Salvado O., Rose S.
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![]() by Schaerer J.
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