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1706.00051
Cited By
Deep Generative Adversarial Networks for Compressed Sensing Automates MRI
31 May 2017
Morteza Mardani
Enhao Gong
Joseph Y. Cheng
S. Vasanawala
Greg Zaharchuk
M. Alley
Neil Thakur
Song Han
W. Dally
John M. Pauly
Lei Xing
MedIm
GAN
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Papers citing
"Deep Generative Adversarial Networks for Compressed Sensing Automates MRI"
50 / 59 papers shown
Introducing 3D Representation for Medical Image Volume-to-Volume Translation via Score Fusion
Xiyue Zhu
Dou Hoon Kwark
Ruike Zhu
Kaiwen Hong
Yiqi Tao
Shirui Luo
Yudu Li
Zhi-Pei Liang
Volodymyr V. Kindratenko
MedIm
349
0
0
13 Jan 2025
Physics-Inspired Generative Models in Medical Imaging: A Review
Dennis Hein
Afshin Bozorgpour
Dorit Merhof
Ge Wang
DiffM
MedIm
AI4CE
319
5
0
15 Jul 2024
SMRD: SURE-based Robust MRI Reconstruction with Diffusion Models
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Batu Mehmet Ozturkler
Chao Liu
Benjamin Eckart
Morteza Mardani
Jiaming Song
Jan Kautz
361
21
0
03 Oct 2023
JoJoNet: Joint-contrast and Joint-sampling-and-reconstruction Network for Multi-contrast MRI
Lin Zhao
Xiao Chen
Eric Z. Chen
Yikang Liu
Dinggang Shen
Terrence Chen
Shanhui Sun
177
6
0
22 Oct 2022
Gan-Based Joint Activity Detection and Channel Estimation For Grant-free Random Access
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Shuang Liang
Yinan Zou
Yong Zhou
133
1
0
04 Apr 2022
An overview of deep learning in medical imaging
I. Haq
VLM
130
5
0
17 Feb 2022
CSformer: Bridging Convolution and Transformer for Compressive Sensing
IEEE Transactions on Image Processing (TIP), 2021
Dongjie Ye
Zhangkai Ni
Hanli Wang
Jian Zhang
Shiqi Wang
Sam Kwong
ViT
MedIm
141
81
0
31 Dec 2021
Solving Inverse Problems in Medical Imaging with Score-Based Generative Models
International Conference on Learning Representations (ICLR), 2021
Yang Song
Liyue Shen
Lei Xing
Stefano Ermon
DiffM
SyDa
OffRL
MedIm
432
649
0
15 Nov 2021
Robust Compressed Sensing MRI with Deep Generative Priors
A. Jalal
Marius Arvinte
Giannis Daras
Eric Price
A. Dimakis
Jonathan I. Tamir
MedIm
354
410
0
03 Aug 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging
Richard Osuala
Kaisar Kushibar
Lidia Garrucho
Akis Linardos
Zuzanna Szafranowska
Stefan Klein
Ben Glocker
Oliver Díaz
Karim Lekadir
MedIm
329
58
0
20 Jul 2021
Generative Model Adversarial Training for Deep Compressed Sensing
Ashkan Esmaeili
GAN
162
0
0
20 Jun 2021
Deep Learning Techniques for Compressive Sensing-Based Reconstruction and Inference -- A Ubiquitous Systems Perspective
Alina L. Machidon
V. Pejović
194
8
0
26 May 2021
ReconResNet: Regularised Residual Learning for MR Image Reconstruction of Undersampled Cartesian and Radial Data
S. Chatterjee
Mario Breitkopf
Chompunuch Sarasaen
Hadya Yassin
G. Rose
A. Nürnberger
Oliver Speck
156
27
0
16 Mar 2021
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning
Computer Vision and Pattern Recognition (CVPR), 2021
Pengfei Guo
Puyang Wang
Jinyuan Zhou
Shanshan Jiang
Vishal M. Patel
FedML
OOD
260
161
0
03 Mar 2021
Unsupervised MRI Reconstruction with Generative Adversarial Networks
Elizabeth K. Cole
John M. Pauly
S. Vasanawala
Frank Ong
GAN
MedIm
159
53
0
29 Aug 2020
Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN
IEEE Transactions on Computational Imaging (TCI), 2020
Gyutaek Oh
Byeongsu Sim
Hyungjin Chung
Leonard Sunwoo
J. C. Ye
OOD
MedIm
189
74
0
29 Aug 2020
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data
Hyungjin Chung
Eunju Cha
Leonard Sunwoo
J. C. Ye
MedIm
191
26
0
04 Aug 2020
Limited-angle tomographic reconstruction of dense layered objects by dynamical machine learning
Iksung Kang
A. Goy
George Barbastathis
AI4CE
99
23
0
21 Jul 2020
Learn distributed GAN with Temporary Discriminators
European Conference on Computer Vision (ECCV), 2020
Hui Qu
Yikai Zhang
Qi Chang
Zhennan Yan
Chao Chen
Dimitris N. Metaxas
FedML
194
21
0
17 Jul 2020
MRI Image Reconstruction via Learning Optimization Using Neural ODEs
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020
Eric Z. Chen
Terrence Chen
Shanhui Sun
197
26
0
24 Jun 2020
Deep Learning Techniques for Inverse Problems in Imaging
Greg Ongie
A. Jalal
Christopher A. Metzler
Richard G. Baraniuk
A. Dimakis
Rebecca Willett
361
605
0
12 May 2020
Geometric Approaches to Increase the Expressivity of Deep Neural Networks for MR Reconstruction
IEEE Journal on Selected Topics in Signal Processing (JSTSP), 2020
Eunju Cha
Gyutaek Oh
J. C. Ye
179
13
0
17 Mar 2020
Compressive Learning of Generative Networks
The European Symposium on Artificial Neural Networks (ESANN), 2020
V. Schellekens
Laurent Jacques
GAN
136
4
0
12 Feb 2020
Deep Decomposition Learning for Inverse Imaging Problems
European Conference on Computer Vision (ECCV), 2019
Dongdong Chen
Mike E. Davies
315
46
0
25 Nov 2019
Reconstruction of Undersampled 3D Non-Cartesian Image-Based Navigators for Coronary MRA Using an Unrolled Deep Learning Model
Magnetic Resonance in Medicine (MRM), 2019
Mario O. Malavé
C. Baron
Srivathsan P. Koundinyan
Christopher M. Sandino
Frank Ong
Joseph Y. Cheng
D. Nishimura
237
42
0
24 Oct 2019
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image Reconstruction
Siyuan Wang
Junjie Lv
Yuanyuan Hu
Dong Liang
Minghui Zhang
Qiegen Liu
MedIm
190
15
0
03 Sep 2019
Efficient Structurally-Strengthened Generative Adversarial Network for MRI Reconstruction
Wenzhong Zhou
Huiqian Du
Wenbo Mei
Liping Fang
GAN
MedIm
111
17
0
11 Aug 2019
Deep-learning-based Optimization of the Under-sampling Pattern in MRI
C. D. Bahadir
Alan Q. Wang
Adrian Dalca
M. Sabuncu
193
9
0
26 Jul 2019
Variational Inference for Computational Imaging Inverse Problems
F. Tonolini
A. Lyons
P. Caramazza
Daniele Faccio
Roderick Murray-Smith
124
0
0
12 Apr 2019
Tree Search Network for Sparse Regression
Kyung-Su Kim
Sae-Young Chung
169
1
0
01 Apr 2019
Motion Corrected Multishot MRI Reconstruction Using Generative Networks with Sensitivity Encoding
Muhammad Usman
Muhammad Asim
S. Latif
B. Lee
Junaid Qadir
MedIm
DiffM
GAN
311
68
0
20 Feb 2019
Learning-based Optimization of the Under-sampling Pattern in MRI
C. D. Bahadir
Adrian Dalca
M. Sabuncu
273
119
0
07 Jan 2019
Bi-Linear Modeling of Data Manifolds for Dynamic-MRI Recovery
Gaurav N. Shetty
Konstantinos Slavakis
Abhishek Bose
Ukash Nakarmi
G. Scutari
L. Ying
167
25
0
27 Dec 2018
An overview of deep learning in medical imaging focusing on MRI
Zeitschrift für Medizinische Physik (Z Med Phys), 2018
A. Lundervold
A. Lundervold
OOD
334
1,798
0
25 Nov 2018
Generative adversarial networks and adversarial methods in biomedical image analysis
J. Wolterink
Konstantinos Kamnitsas
C. Ledig
Ivana Išgum
MedIm
GAN
143
21
0
24 Oct 2018
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images
Faisal Mahmood
Daniel Borders
Richard J. Chen
Gregory N. McKay
Kevan J. Salimian
Alexander S. Baras
Nicholas J. Durr
GAN
MedIm
288
315
0
29 Sep 2018
Generative Adversarial Network in Medical Imaging: A Review
Xin Yi
Ekta Walia
P. Babyn
GAN
MedIm
483
1,537
0
19 Sep 2018
GANs for Medical Image Analysis
Salome Kazeminia
Christoph Baur
Arjan Kuijper
Bram van Ginneken
Nassir Navab
Shadi Albarqouni
Anirban Mukhopadhyay
MedIm
AI4CE
327
465
0
13 Sep 2018
Task adapted reconstruction for inverse problems
J. Adler
Sebastian Lunz
Olivier Verdier
Carola-Bibiane Schönlieb
Ozan Oktem
149
48
0
27 Aug 2018
Modeling Sparse Deviations for Compressed Sensing using Generative Models
International Conference on Machine Learning (ICML), 2018
Manik Dhar
Aditya Grover
Stefano Ermon
226
85
0
04 Jul 2018
Leveraging Uncertainty Estimates for Predicting Segmentation Quality
Terrance Devries
Graham W. Taylor
UQCV
227
119
0
02 Jul 2018
Compressed Sensing with Deep Image Prior and Learned Regularization
Dave Van Veen
A. Jalal
Mahdi Soltanolkotabi
Eric Price
S. Vishwanath
A. Dimakis
308
190
0
17 Jun 2018
Neural Proximal Gradient Descent for Compressive Imaging
Morteza Mardani
Qingyun Sun
Shreyas S. Vasawanala
Vardan Papyan
Hatef Monajemi
John M. Pauly
D. Donoho
213
167
0
01 Jun 2018
Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI
S. Dar
Mahmut Yurt
M. Shahdloo
M. E. Ildiz
Tolga Çukur
MedIm
99
25
0
27 May 2018
Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass Filtering
Joseph Y. Cheng
Feiyu Chen
M. Alley
John M. Pauly
S. Vasanawala
254
44
0
08 May 2018
Learning-Based Compressive MRI
Baran Gözcü
Rabeeh Karimi Mahabadi
Yen-Huan Li
E. Ilıcak
Tolga Çukur
Jonathan Scarlett
Volkan Cevher
161
126
0
03 May 2018
Deep Residual Learning for Accelerated MRI using Magnitude and Phase Networks
Dongwook Lee
Jaejun Yoo
S. Tak
J. C. Ye
OOD
222
316
0
02 Apr 2018
Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression using Deep Learning - Proof of Concept in Congenital Heart Disease
Magnetic Resonance in Medicine (MRM), 2018
A. Hauptmann
Simon Arridge
F. Lucka
V. Muthurangu
J. Steeden
182
198
0
14 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches
Md. Zahangir Alom
T. Taha
C. Yakopcic
Stefan Westberg
P. Sidike
Mst Shamima Nasrin
B. Van Essen
A. Awwal
V. Asari
VLM
395
969
0
03 Mar 2018
Fast and Accurate Reconstruction of Compressed Color Light Field
Ofir Nabati
D. Mendlovic
Raja Giryes
213
23
0
31 Jan 2018
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