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Statistical Analysis of Noise in MRI

Modeling, Filtering and Estimation

Gebonden Engels 2016 9783319399331
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Samenvatting

This unique text presents a comprehensive review of methods for modeling signal and noise in magnetic resonance imaging (MRI), providing a systematic study, classifying and comparing the numerous and varied estimation and filtering techniques. Features: provides a complete framework for the modeling and analysis of noise in MRI, considering different modalities and acquisition techniques; describes noise and signal estimation for MRI from a statistical signal processing perspective; surveys the different methods to remove noise in MRI acquisitions from a practical point of view; reviews different techniques for estimating noise from MRI data in single- and multiple-coil systems for fully sampled acquisitions; examines the issue of noise estimation when accelerated acquisitions are considered, and parallel imaging methods are used to reconstruct the signal; includes appendices covering probability density functions, combinations of random variables used to derive estimators, and usefulMRI datasets.

Specificaties

ISBN13:9783319399331
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer International Publishing

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Inhoudsopgave

<p>The Problem of Noise in MRI.-&nbsp;Part I: Noise Models and the Noise Analysis Problem.-&nbsp;Acquisition and Reconstruction of Magnetic Resonance Imaging.-&nbsp;Statistical Noise Models for MRI.-&nbsp;Noise Analysis in MRI: Overview.-&nbsp;Noise Filtering in MRI.-&nbsp;Part II: Noise Analysis in Non-Accelerated Acquisitions.-&nbsp;Noise Estimation in the Complex Domain.-&nbsp;Noise Estimation in Single-Coil MR Data.-&nbsp;Noise Estimation in Multiple-Coil MR Data.-&nbsp;Parametric Noise Analysis from Correlated Multiple-Coil MR Data.-&nbsp;Part III: Noise Estimators in pMRI.-&nbsp;Parametric Noise Analysis in Parallel MRI.-&nbsp;Blind Estimation of Non-Stationary Noise in MRI.-&nbsp;Appendix A: Probability Distributions and Combination of Random Variables.-&nbsp;Appendix B: Variance Stabilizing Transformation.-&nbsp;Appendix C: Data Sets Used in the Experiments.</p>

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        Statistical Analysis of Noise in MRI