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 ...

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 ...

Magnetic Resonance Image Reconstruction

Magnetic Resonance Image Reconstruction
  • Author : Mariya Ivanova Doneva,Mehmet Akcakaya,Claudia Prieto
  • Publisher : Academic Press
  • Release Date : 2021-11-15
  • Total pages : 375
  • ISBN : 9811335974
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Summary : Magnetic Resonance Image Reconstruction: Theory, Methods and Applications presents the fundamental concepts of MR image reconstruction, including its formulation as an inverse problem, as well as the most common models and optimization methods for reconstructing MR images. It discusses approaches for specific applications such as non-Cartesian imaging, under sampled reconstruction, ...

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 : 2019-11-11
  • 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 ...

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 ...

Improved Image Reconstruction Methods for Parallel Magnetic Resonance Imaging

Improved Image Reconstruction Methods for Parallel Magnetic Resonance Imaging
  • Author : Kaiyu Zheng
  • Publisher : Unknown
  • Release Date : 2010
  • Total pages : 212
  • ISBN : 9811335974
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Summary : Read online Improved Image Reconstruction Methods for Parallel Magnetic Resonance Imaging written by Kaiyu Zheng, published by which was released on 2010. Download full Improved Image Reconstruction Methods for Parallel Magnetic Resonance Imaging Books now! Available in PDF, ePub and Kindle....

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....

MRI

MRI
  • Author : Angshul Majumdar,Rabab Kreidieh Ward
  • Publisher : CRC Press
  • Release Date : 2015-10-29
  • Total pages : 248
  • ISBN : 9811335974
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Summary : This book encompasses the three different aspects of Magnetic Resonance Imaging (MRI) technology: the physics of the MRI scanner, signal acquisition, and MR image analysis for clinical and non-clinical studies....

Advanced Image Reconstruction in Parallel Magnetic Resonance Imaging

Advanced Image Reconstruction in Parallel Magnetic Resonance Imaging
  • Author : Ernest Nanjung Yeh,Harvard University--MIT Division of Health Sciences and Technology
  • Publisher : Unknown
  • Release Date : 2005
  • Total pages : 180
  • ISBN : 9811335974
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Summary : (cont.) Second, two matrix inversion strategies are presented which, respectively, exploit physical properties of coil encoding and the phase information of the magnetization. While the former allows stable and distributable matrix inversion using the k-space locality principle, the latter integrates parallel image reconstruction with conjugate symmetry. Third, a numerical strategy ...

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 ...

MRI

MRI
  • Author : Giuseppe Placidi
  • Publisher : CRC Press
  • Release Date : 2012-05-02
  • Total pages : 216
  • ISBN : 9811335974
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Summary : MRI: Essentials for Innovative Technologies describes novel methods to improve magnetic resonance imaging (MRI) beyond its current limitations. It proposes smart encoding methods and acquisition sequences to deal with frequency displacement due to residual static magnetic field inhomogeneity, motion, and undersampling. Requiring few or no hardware modifications, these speculative methods ...

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 ...

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 ...

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), ...

Image Reconstruction

Image Reconstruction
  • Author : Gengsheng Lawrence Zeng
  • Publisher : Walter de Gruyter GmbH & Co KG
  • Release Date : 2017-03-20
  • Total pages : 240
  • ISBN : 9811335974
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Summary : This book introduces the classical and modern image reconstruction technologies. It covers topics in two-dimensional (2D) parallel-beam and fan-beam imaging, three-dimensional (3D) parallel ray, parallel plane, and cone-beam imaging. Both analytical and iterative methods are presented. The applications in X-ray CT, SPECT (single photon emission computed tomography), PET (positron emission ...