Content Gazette - February 2020 - 26

Contents

Volume 37 | Number 1 | January 2020

SPECIAL SECTION

94

COMPUTATIONAL MRI:
COMPRESSED SENSING
AND BEYOND

105

21

FROM THE GUEST EDITORS

24

MATHEMATICAL MODELS
FOR MAGNETIC RESONANCE
IMAGING RECONSTRUCTION

Jonathan I. Tamir, Frank Ong,
Suma Anand, Ekin Karasan,
Ke Wang, and Michael Lustig

Mathews Jacob, Jong Chul Ye,
Leslie Ying, and Mariya Doneva

OPTIMIZATION METHODS FOR
MAGNETIC RESONANCE
IMAGE RECONSTRUCTION
Jeffrey A. Fessler

41

TRANSFORM LEARNING FOR
MAGNETIC RESONANCE IMAGE
RECONSTRUCTION

Bihan Wen, Saiprasad Ravishankar,
Luke Pfister, and Yoram Bresler

54

STRUCTURED LOW-RANK
ALGORITHMS

PLUG-AND-PLAY METHODS FOR
MAGNETIC RESONANCE IMAGING

Rizwan Ahmad, Charles A. Bouman,
Gregery T. Buzzard, Stanley Chan,
Sizhuo Liu, Edward T. Reehorst,
and Philip Schniter

117

ON THE COVER
The 11 articles in this special issue of IEEE Signal
Processing Magazine represent three broad categories:
1) model-based reconstruction in magnetic resonance
imaging (MRI) using fixed transforms; 2) shallow-learning
methods that adapt the transform or representation to the
data; and 3) deep-learning algorithms for MRI. While the
focus is on medical imaging and in particular MRI, most
of the problems, and hence solutions, are easily translatable to signal recovery applications in other areas.

COVER IMAGES-WOMAN DOCTOR: ©ISTOCKPHOTO.COM/ALVAREZ
PATIENT IN MRI SCANNER: ©ISTOCKPHOTO.COM/NATTRASS
DATA STORAGE: ©ISTOCKPHOTO.COM/ VLADIMIR_TIMOFEEV

128

141

DEEP MAGNETIC RESONANCE
IMAGE RECONSTRUCTION

Dong Liang, Jing Cheng, Ziwen Ke,
and Leslie Ying

LINEAR PREDICTABILITY
IN MAGNETIC RESONANCE
IMAGING RECONSTRUCTION

Justin P. Haldar and Kawin Setsompop

83

DEEP-LEARNING METHODS FOR
PARALLEL MAGNETIC RESONANCE
IMAGE RECONSTRUCTION
Florian Knoll, Kerstin Hammernik,
Chi Zhang, Steen Moeller,
Thomas Pock, Daniel K. Sodickson,
and Mehmet Akcakaya

Mathews Jacob, Merry P. Mani,
and Jong Chul Ye

69

COMPRESSED SENSING: FROM
RESEARCH TO CLINICAL PRACTICE
WITH DEEP NEURAL NETWORKS
Christopher M. Sandino,
Joseph Y. Cheng, Feiyu Chen,
Morteza Mardani, John M. Pauly,
and Shreyas S. Vasanawala

Mariya Doneva

33

COMPUTATIONAL MRI WITH
PHYSICS-BASED CONSTRAINTS

ACCELERATED DYNAMIC MAGNETIC
RESONANCE IMAGING USING
LEARNED REPRESENTATIONS

PG. 163

Anthony G. Christodoulou
and Sajan Goud Lingala

PG. 16

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Digital Object Identifier 10.1109/MSP.2019.2943681

IEEE SIGNAL PROCESSING MAGAZINE[26
| ]January
2020 | 2020
www.signalprocessingsociety.org
FEBRUARY

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https://ieeexplore.ieee.org/document/8962390 https://ieeexplore.ieee.org/document/8962388 https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8962367 https://ieeexplore.ieee.org/document/8962386 https://ieeexplore.ieee.org/document/8962368 https://ieeexplore.ieee.org/document/8962384 https://ieeexplore.ieee.org/document/8962951 https://ieeexplore.ieee.org/document/8962391 https://ieeexplore.ieee.org/document/8962949 https://ieeexplore.ieee.org/document/8962381 http://www.ISTOCKPHOTO.COM/ALVAREZ http://www.ISTOCKPHOTO.COM/NATTRASS http://www.ISTOCKPHOTO.COM/ https://ieeexplore.ieee.org/document/8962389 https://ieeexplore.ieee.org/document/8962383 https://ieeexplore.ieee.org/document/8962363 https://ieeexplore.ieee.org/document/8962380 http://www.signalprocessingsociety.org

Content Gazette - February 2020

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