Compressed Sensing Magnetic Resonance Image Reconstruction Algorithms

Written By Bhabesh Deka
Compressed Sensing Magnetic Resonance Image Reconstruction Algorithms
  • Publsiher : Springer
  • Release : 29 December 2018
  • ISBN : 9811335974
  • Pages : 122 pages
  • Rating : /5 from reviews
GET THIS BOOKCompressed Sensing Magnetic Resonance Image Reconstruction Algorithms


Download or read book entitled Compressed Sensing Magnetic Resonance Image Reconstruction Algorithms by author: Bhabesh Deka which was release on 29 December 2018 and published by Springer with total page 122 pages . This book available in PDF, EPUB and Kindle Format. This book presents a comprehensive review of the recent developments in fast L1-norm regularization-based compressed sensing (CS) magnetic resonance image reconstruction algorithms. Compressed sensing magnetic resonance imaging (CS-MRI) is able to reduce the scan time of MRI considerably as it is possible to reconstruct MR images from only a few measurements in the k-space; far below the requirements of the Nyquist sampling rate. L1-norm-based regularization problems can be solved efficiently using the state-of-the-art convex optimization techniques, which in general outperform the greedy techniques in terms of quality of reconstructions. Recently, fast convex optimization based reconstruction algorithms have been developed which are also able to achieve the benchmarks for the use of CS-MRI in clinical practice. This book enables graduate students, researchers, and medical practitioners working in the field of medical image processing, particularly in MRI to understand the need for the CS in MRI, and thereby how it could revolutionize the soft tissue imaging to benefit healthcare technology without making major changes in the existing scanner hardware. It would be particularly useful for researchers who have just entered into the exciting field of CS-MRI and would like to quickly go through the developments to date without diving into the detailed mathematical analysis. Finally, it also discusses recent trends and future research directions for implementation of CS-MRI in clinical practice, particularly in Bio- and Neuro-informatics applications.

Compressed Sensing Magnetic Resonance Image Reconstruction Algorithms

Compressed Sensing Magnetic Resonance Image Reconstruction Algorithms
  • Author : Bhabesh Deka,Sumit Datta
  • Publisher : Springer
  • Release Date : 2018-12-29
  • Total pages : 122
  • ISBN : 9811335974
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Summary : This book presents a comprehensive review of the recent developments in fast L1-norm regularization-based compressed sensing (CS) magnetic resonance image reconstruction algorithms. Compressed sensing magnetic resonance imaging (CS-MRI) is able to reduce the scan time of MRI considerably as it is possible to reconstruct MR images from only a ...

Compressed Sensing for Magnetic Resonance Image Reconstruction

Compressed Sensing for Magnetic Resonance Image Reconstruction
  • Author : Angshul Majumdar
  • Publisher : Cambridge University Press
  • Release Date : 2015-02-26
  • Total pages : 212
  • ISBN : 9811335974
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Summary : Expecting the reader to have some basic training in liner algebra and optimization, the book begins with a general discussion on CS techniques and algorithms. It moves on to discussing single channel static MRI, the most common modality in clinical studies. It then takes up multi-channel MRI and the interesting ...

Magnetic Resonance Imaging with Nonlinear Gradient Fields

Magnetic Resonance Imaging with Nonlinear Gradient Fields
  • Author : Gerrit Schultz
  • Publisher : Springer Science & Business Media
  • Release Date : 2013-04-04
  • Total pages : 333
  • ISBN : 9811335974
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Summary : ​Within the past few decades MRI has become one of the most important imaging modalities in medicine. For a reliable diagnosis of pathologies further technological improvements are of primary importance. This study deals with a radically new approach of image encoding. Gradient linearity has ever since been an unquestioned technological ...

MRI

MRI
  • Author : Angshul Majumdar,Rabab Kreidieh Ward
  • Publisher : CRC Press
  • Release Date : 2018-09-03
  • Total pages : 202
  • ISBN : 9811335974
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Summary : The field of magnetic resonance imaging (MRI) has developed rapidly over the past decade, benefiting greatly from the newly developed framework of compressed sensing and its ability to drastically reduce MRI scan times. MRI: Physics, Image Reconstruction, and Analysis presents the latest research in MRI technology, emphasizing compressed sensing-based image ...

Magnetic Resonance Image Reconstruction Using 2D Autoregressive Moving Average Model

Magnetic Resonance Image Reconstruction Using 2D Autoregressive Moving Average Model
  • Author : Athaur Rahman bin Najeeb
  • Publisher : Unknown
  • Release Date : 2008
  • Total pages : 260
  • ISBN : 9811335974
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Summary : Read online Magnetic Resonance Image Reconstruction Using 2D Autoregressive Moving Average Model written by Athaur Rahman bin Najeeb, published by which was released on 2008. Download full Magnetic Resonance Image Reconstruction Using 2D Autoregressive Moving Average Model Books now! Available in PDF, ePub and Kindle....

Fundamentals of Magnetic Resonance Imaging

Fundamentals of Magnetic Resonance Imaging
  • Author : Jintong Mao
  • Publisher : Independently Published
  • Release Date : 2019-10-25
  • Total pages : 402
  • ISBN : 9811335974
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Summary : This book is in black and white printing. It was revised on 05/30/2020. Starting from complex free induction decay (FID), this book establishes a logical framework for the discussion of the principles of MRI. Based on the framework, traditional topics and some new topics are described in detail. Every formula is ...

Signal Processing for Magnetic Resonance Imaging and Spectroscopy

Signal Processing for Magnetic Resonance Imaging and Spectroscopy
  • Author : Hong Yan
  • Publisher : CRC Press
  • Release Date : 2002-02-20
  • Total pages : 672
  • ISBN : 9811335974
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Summary : This reference/text contains the latest signal processing techniques in magnetic resonance imaging (MRI) and magnetic resonance spectroscopy (MRS) for more efficient clinical diagnoses-providing ready-to-use algorithms for image segmentation and analysis, reconstruction and visualization, and removal of distortions and artifacts for increased detec...

Magnetic Resonance Imaging

Magnetic Resonance Imaging
  • Author : Robert W. Brown,E. Mark Haacke,Y.-C. Norman Cheng,Michael R. Thompson,Ramesh Venkatesan
  • Publisher : John Wiley & Sons
  • Release Date : 2014-06-23
  • Total pages : 944
  • ISBN : 9811335974
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Summary : Preceded by Magnetic resonance imaging: physical principles and sequence design / E. Mark Haacke ... [et al.]. c1999....

Regularized Image Reconstruction in Parallel MRI with MATLAB

Regularized Image Reconstruction in Parallel MRI with MATLAB
  • Author : Joseph Suresh Paul,Raji Susan Mathew
  • Publisher : CRC Press
  • Release Date : 2019-11-05
  • Total pages : 306
  • ISBN : 9811335974
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Summary : Regularization becomes an integral part of the reconstruction process in accelerated parallel magnetic resonance imaging (pMRI) due to the need for utilizing the most discriminative information in the form of parsimonious models to generate high quality images with reduced noise and artifacts. Apart from providing a detailed overview and implementation ...

Advanced Image Processing in Magnetic Resonance Imaging

Advanced Image Processing in Magnetic Resonance Imaging
  • Author : Luigi Landini,Vincenzo Positano,Maria Santarelli
  • Publisher : CRC Press
  • Release Date : 2018-10-03
  • Total pages : 632
  • ISBN : 9811335974
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Summary : The popularity of magnetic resonance (MR) imaging in medicine is no mystery: it is non-invasive, it produces high quality structural and functional image data, and it is very versatile and flexible. Research into MR technology is advancing at a blistering pace, and modern engineers must keep up with the latest ...

Medical Image Reconstruction

Medical Image Reconstruction
  • Author : Gengsheng Zeng
  • Publisher : Springer Science & Business Media
  • Release Date : 2010-12-28
  • Total pages : 198
  • ISBN : 9811335974
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Summary : "Medical Image Reconstruction: A Conceptual Tutorial" introduces the classical and modern image reconstruction technologies, such as two-dimensional (2D) parallel-beam and fan-beam imaging, three-dimensional (3D) parallel ray, parallel plane, and cone-beam imaging. This book presents both analytical and iterative methods of these technologies and their applications in X-ray CT (computed tomography), ...

Quantitative Magnetic Resonance Imaging

Quantitative Magnetic Resonance Imaging
  • Author : Nicole Seiberlich,Vikas Gulani,Adrienne Campbell-Washburn,Steven Sourbron,Mariya Ivanova Doneva,Fernando Calamante,Houchun Harry Hu
  • Publisher : Academic Press
  • Release Date : 2020-11-27
  • Total pages : 1092
  • ISBN : 9811335974
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Summary : Quantitative Magnetic Resonance Imaging is a ‘go-to’ reference for methods and applications of quantitative magnetic resonance imaging, with specific sections on Relaxometry, Perfusion, and Diffusion. Each section will start with an explanation of the basic techniques for mapping the tissue property in question, including a description of the challenges that ...

A Penalized Likelihood Approach to Magnetic Resonance Image Reconstruction

A Penalized Likelihood Approach to Magnetic Resonance Image Reconstruction
  • Author : Vera L. Bulaevskaya
  • Publisher : Unknown
  • Release Date : 2002
  • Total pages : 314
  • ISBN : 9811335974
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Summary : Read online A Penalized Likelihood Approach to Magnetic Resonance Image Reconstruction written by Vera L. Bulaevskaya, published by which was released on 2002. Download full A Penalized Likelihood Approach to Magnetic Resonance Image Reconstruction Books now! Available in PDF, ePub and Kindle....

Image Reconstruction in Radiology

Image Reconstruction in Radiology
  • Author : J. A. Parker
  • Publisher : CRC Press
  • Release Date : 2018-01-18
  • Total pages : 534
  • ISBN : 9811335974
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Summary : This one-of-a-kind resource provides a very readable description of the methods used for image reconstruction in magnetic resonance imaging, X-ray computed tomography, and single photon emission computed tomography. The goal of this fascinating work is to provide radiologists with a practical introduction to mathematical methods so that they may better ...

Principles of Magnetic Resonance Imaging

Principles of Magnetic Resonance Imaging
  • Author : Zhi-Pei Liang,Paul C. Lauterbur
  • Publisher : Wiley-IEEE Press
  • Release Date : 1999-11-01
  • Total pages : 416
  • ISBN : 9811335974
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Summary : In 1971 Dr. Paul C. Lauterbur pioneered spatial information encoding principles that made image formation possible by using magnetic resonance signals. Now Lauterbur, "father of the MRI", and Dr. Zhi-Pei Liang have co-authored the first engineering textbook on magnetic resonance imaging. This long-awaited, definitive text will help undergraduate and graduate students ...