Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss

3 September 2017

Papers citing "Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss"

48 / 148 papers shown

Title
Converged Deep Framework Assembling Principled Modules for CS-MRI Risheng Liu Yuxi Zhang Shichao Cheng Zhongxuan Luo Xin-Yue Fan 19 1 0 29 Oct 2019
Compressed Sensing with Probability-based Prior Information Qianru Jiang Sheng Li Zhihui Zhu Huang Bai Xiongxiong He R. D. Lamare 4 0 0 27 Oct 2019
Reconstruction of Undersampled 3D Non-Cartesian Image-Based Navigators for Coronary MRA Using an Unrolled Deep Learning Model Mario O. Malavé C. Baron Srivathsan P. Koundinyan Christopher M. Sandino Frank Ong Joseph Y. Cheng D. Nishimura 18 42 0 24 Oct 2019
Wasserstein GANs for MR Imaging: from Paired to Unpaired Training Ke Lei Morteza Mardani John M. Pauly S. Vasanawala GAN MedIm 38 64 0 15 Oct 2019
Subsampling Generative Adversarial Networks: Density Ratio Estimation in Feature Space with Softplus Loss Xin Ding Z. Jane Wang William J. Welch 19 18 0 24 Sep 2019
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRI Tomer Weiss Ortal Senouf S. Vedula O. Michailovich M. Zibulevsky A. Bronstein MedIm 14 77 0 12 Sep 2019
Recon-GLGAN: A Global-Local context based Generative Adversarial Network for MRI Reconstruction Balamurali Murugesan S. VijayaRaghavan Kaushik Sarveswaran Keerthi Ram M. Sivaprakasam GAN MedIm 11 23 0 25 Aug 2019
LANTERN: learn analysis transform network for dynamic magnetic resonance imaging with small dataset Shanshan Wang Yanxia Chen Taohui Xiao Ziwen Ke Qiegen Liu Hairong Zheng 17 4 0 24 Aug 2019
Towards multi-sequence MR image recovery from undersampled k-space data Cheng-Fang Peng Wei-An Lin Rama Chellappa S. Kevin Zhou 16 8 0 15 Aug 2019
Efficient Structurally-Strengthened Generative Adversarial Network for MRI Reconstruction Wenzhong Zhou Huiqian Du Wenbo Mei Liping Fang GAN MedIm 16 16 0 11 Aug 2019
Model Learning: Primal Dual Networks for Fast MR imaging Jing Cheng Haifeng Wang L. Ying Dong Liang MedIm 20 67 0 07 Aug 2019
Momentum-Net: Fast and convergent iterative neural network for inverse problems Il Yong Chun Zhengyu Huang Hongki Lim Jeffrey A. Fessler 19 81 0 26 Jul 2019
Deep MRI Reconstruction: Unrolled Optimization Algorithms Meet Neural Networks Dong Liang Jing Cheng Ziwen Ke L. Ying 22 56 0 26 Jul 2019
Deep-learning-based Optimization of the Under-sampling Pattern in MRI C. D. Bahadir Alan Q. Wang Adrian V. Dalca M. Sabuncu 19 9 0 26 Jul 2019
A Single Video Super-Resolution GAN for Multiple Downsampling Operators based on Pseudo-Inverse Image Formation Models Santiago López-Tapia Alice Lucas Rafael Molina Aggelos K. Katsaggelos SupR 21 19 0 02 Jul 2019
Dual Network Architecture for Few-view CT -- Trained on ImageNet Data and Transferred for Medical Imaging Huidong Xie Hongming Shan W. Cong Xiaohua Zhang Shaohua Liu R. Ning Ge Wang MedIm 3DV 27 21 0 02 Jul 2019
Model-based Deep Medical Imaging: the roadmap of generalizing iterative reconstruction model using deep learning Jing Cheng Haifeng Wang Yanjie Zhu Qiegen Liu Qiyang Zhang ... Zhanli Hu Xin Liu Hairong Zheng L. Ying Dong Liang OOD MedIm 21 5 0 19 Jun 2019
DeepcomplexMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolution Shanshan Wang Huitao Cheng Leslie Ying Taohui Xiao Ziwen Ke Xin Liu Hairong Zheng Dong Liang 23 2 0 11 Jun 2019
Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning S. Ravishankar J. C. Ye Jeffrey A. Fessler 13 238 0 04 Apr 2019
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction Florian Knoll Kerstin Hammernik Chi Zhang S. Moeller T. Pock D. Sodickson Mehmet Akçakaya OOD 27 263 0 01 Apr 2019
Unsupervised Medical Image Translation Using Cycle-MedGAN Karim Armanious Chenming Jiang Sherif Abdulatif Thomas Kustner S. Gatidis Bin Yang MedIm 8 113 0 08 Mar 2019
SEGAN: Structure-Enhanced Generative Adversarial Network for Compressed Sensing MRI Reconstruction Zhongnian Li Tao Zhang Peng Wan Daoqiang Zhang MedIm GAN 6 28 0 18 Feb 2019
Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition Zizhao Zhang Adriana Romero Matthew Muckley Pascal Vincent Lin Yang M. Drozdzal 6 110 0 08 Feb 2019
Uncertainty Quantification in Deep MRI Reconstruction Vineet Edupuganti Morteza Mardani S. Vasanawala John M. Pauly UQCV 11 95 0 31 Jan 2019
CRDN: Cascaded Residual Dense Networks for Dynamic MR Imaging with Edge-enhanced Loss Constraint Ziwen Ke Shanshan Wang Huitao Cheng L. Ying Qiegen Liu Hairong Zheng Dong Liang MedIm 27 5 0 18 Jan 2019
Learning-based Optimization of the Under-sampling Pattern in MRI C. D. Bahadir Adrian V. Dalca M. Sabuncu 11 111 0 07 Jan 2019
SANTIS: Sampling-Augmented Neural neTwork with Incoherent Structure for MR image reconstruction Fang Liu Lihua Chen Richard Kijowski Li Feng 13 58 0 08 Dec 2018
A Hybrid Frequency-domain/Image-domain Deep Network for Magnetic Resonance Image Reconstruction R. Souza Richard Frayne 14 55 0 30 Oct 2018
Generative adversarial networks and adversarial methods in biomedical image analysis J. Wolterink Konstantinos Kamnitsas C. Ledig Ivana Išgum MedIm GAN 22 21 0 24 Oct 2018
A Deep Learning Framework for Single-Sided Sound Speed Inversion in Medical Ultrasound Micha Feigin-Almon Daniel Freedman B. Anthony SyDa MedIm 11 86 0 30 Sep 2018
DIMENSION: Dynamic MR Imaging with Both K-space and Spatial Prior Knowledge Obtained via Multi-Supervised Network Training Shanshan Wang Ziwen Ke Huitao Cheng Seng Jia L. Ying Hairong Zheng Dong Liang 17 118 0 30 Sep 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 34 279 0 29 Sep 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,370 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 18 408 0 13 Sep 2018
MANTIS: Model-Augmented Neural neTwork with Incoherent k-space Sampling for efficient MR T2 mapping Fang Liu Li Feng Richard Kijowski 9 0 0 02 Sep 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 14 537 0 17 Jun 2018
Generative Adversarial Networks and Perceptual Losses for Video Super-Resolution Alice Lucas Santiago López-Tapia Rafael Molina Aggelos K. Katsaggelos GAN SupR 41 173 0 14 Jun 2018
k-Space Deep Learning for Parallel MRI: Application to Time-Resolved MR Angiography Eunju Cha E. Kim J. C. Ye 11 5 0 03 Jun 2018
Distribution Matching Losses Can Hallucinate Features in Medical Image Translation Joseph Paul Cohen Margaux Luck S. Honari OOD MedIm 12 280 0 22 May 2018
k-Space Deep Learning for Accelerated MRI Yoseob Han Leonard Sunwoo J. C. Ye 38 188 0 10 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 13 43 0 08 May 2018
A Deep Information Sharing Network for Multi-contrast Compressed Sensing MRI Reconstruction Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley 13 106 0 10 Apr 2018
A Deep Error Correction Network for Compressed Sensing MRI Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley MedIm 31 12 0 23 Mar 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 25 1,582 0 12 Mar 2018
Selective Sampling and Mixture Models in Generative Adversarial Networks Karim Barsim Lirong Yang Binh Yang GAN 25 0 0 02 Feb 2018
A Transfer-Learning Approach for Accelerated MRI using Deep Neural Networks S. Dar Muzaffer Özbey Ahmet Burak Çatlı Tolga Çukur MedIm OOD 20 165 0 07 Oct 2017
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk Paul Hand V. Voroninski UQCV 25 137 0 22 May 2017
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics Tran Minh Quan David Grant Colburn Hildebrand W. Jeong 16 235 0 16 Dec 2016