Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction

5 December 2017

Papers citing "Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction"

49 / 49 papers shown

Title
Hybrid Learning: A Novel Combination of Self-Supervised and Supervised Learning for MRI Reconstruction without High-Quality Training Reference Haoyang Pei Ding Xia Xiang Xu William Moore Yao Wang Hersh Chandarana Li Feng 34 0 0 09 May 2025
UPCMR: A Universal Prompt-guided Model for Random Sampling Cardiac MRI Reconstruction Donghang Lyu Chinmay Rao Marius Staring M. Osch M. Doneva Hildo J. Lamb Nicola Pezzotti 44 1 0 18 Feb 2025
Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction Yucong Meng Zhiwei Yang Minghong Duan Yonghong Shi Zhijian Song 36 1 0 18 Nov 2024
Fully Unsupervised Dynamic MRI Reconstruction via Diffeo-Temporal Equivariance Andrew Wang Mike Davies MedIm 32 2 0 11 Oct 2024
MambaRecon: MRI Reconstruction with Structured State Space Models Yilmaz Korkmaz V. Patel Mamba 35 2 0 19 Sep 2024
End-to-end Adaptive Dynamic Subsampling and Reconstruction for Cardiac MRI George Yiasemis J. Sonke Jonas Teuwen 26 2 0 15 Mar 2024
A Novel Implicit Neural Representation for Volume Data Armin Sheibanifard Hongchuan Yu 29 5 0 13 Mar 2024
CMRxRecon: An open cardiac MRI dataset for the competition of accelerated image reconstruction Chengyan Wang Jun Lyu Shuo Wang Chen Qin Kunyuan Guo ... Wenjia Bai Xiahai Zhuang He Wang Jin Qin Xiaobo Qu 40 28 0 19 Sep 2023
The Challenge of Fetal Cardiac MRI Reconstruction Using Deep Learning Denis Prokopenko Kerstin Hammernik T. Roberts D. Lloyd Daniel Rueckert Joseph V. Hajnal 13 1 0 15 Aug 2023
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI Reconstruction Liping Zhang Xiaobo Li Weitian Chen 29 5 0 20 Jun 2023
RED-PSM: Regularization by Denoising of Factorized Low Rank Models for Dynamic Imaging Berk Iskender M. Klasky Y. Bresler 25 3 0 07 Apr 2023
Dual-Domain Self-Supervised Learning for Accelerated Non-Cartesian MRI Reconstruction Bo Zhou Jo Schlemper Neel Dey Seyed Sadegh Mohseni Salehi Kevin Sheth Chi Liu James S. Duncan M. Sofka OOD 32 17 0 18 Feb 2023
Hierarchical Perception Adversarial Learning Framework for Compressed Sensing MRI Zhifan Gao Yifeng Guo Jiajing Zhang T. Zeng Guang Yang MedIm 13 19 0 27 Jan 2023
Spatiotemporal implicit neural representation for unsupervised dynamic MRI reconstruction Jie Feng Rui-jun Feng Qing Wu Zhiyong Zhang Yuyao Zhang Hongjiang Wei 15 22 0 31 Dec 2022
Measurement-Consistent Networks via a Deep Implicit Layer for Solving Inverse Problems Rahul Mourya João F. C. Mota 22 2 0 06 Nov 2022
LARO: Learned Acquisition and Reconstruction Optimization to accelerate Quantitative Susceptibility Mapping Jinwei Zhang P. Spincemaille Hang Zhang Thanh D. Nguyen Chao Li Jiahao Nick Li I. Kovanlikaya M. Sabuncu Yi Wang 21 9 0 01 Nov 2022
Artificial Intelligence-Based Image Reconstruction in Cardiac Magnetic Resonance C. Qin Daniel Rueckert 16 3 0 21 Sep 2022
One-shot Generative Prior in Hankel-k-space for Parallel Imaging Reconstruction Hong Peng Chenbo Jiang Jing Cheng Minghui Zhang Shanshan Wang Dong Liang Qiegen Liu DiffM MedIm 39 17 0 15 Aug 2022
SelfCoLearn: Self-supervised collaborative learning for accelerating dynamic MR imaging J. Zou Cheng Li Seng Jia Ruo-Nan Wu Tingrui Pei Hairong Zheng Shanshan Wang 17 14 0 08 Aug 2022
Adaptive Diffusion Priors for Accelerated MRI Reconstruction Alper Gungor S. Dar cSaban Ozturk Yilmaz Korkmaz Gokberk Elmas Muzaffer Özbey Tolga cCukur DiffM MedIm 27 184 0 12 Jul 2022
A Densely Interconnected Network for Deep Learning Accelerated MRI Jon André Ottesen M. Caan I. Groote A. Bjørnerud 47 9 0 05 Jul 2022
K-space and Image Domain Collaborative Energy based Model for Parallel MRI Reconstruction Zongjiang Tu Chenbo Jiang Yu Guan Shanshan Wang Jijun Liu Qiegen Liu Dong Liang MedIm 32 16 0 21 Mar 2022
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction Bo Zhou Neel Dey Jo Schlemper S. Salehi Chi Liu James S. Duncan M. Sofka MedIm 30 56 0 26 Jan 2022
AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis Yutong Chen Carola-Bibiane Schönlieb Pietro Lio' T. Leiner P. Dragotti Ge Wang Daniel Rueckert D. Firmin Guang Yang 22 87 0 23 Dec 2021
Specificity-Preserving Federated Learning for MR Image Reconstruction Chun-Mei Feng Yu-bao Yan Shanshan Wang Yong Xu Ling Shao H. Fu OOD 24 78 0 09 Dec 2021
Fast T2w/FLAIR MRI Acquisition by Optimal Sampling of Information Complementary to Pre-acquired T1w MRI Junwei Yang Xiao-Xin Li Feihong Liu Dong Nie Pietro Lio' H. Qi D. Shen 15 4 0 11 Nov 2021
Robust partial Fourier reconstruction for diffusion-weighted imaging using a recurrent convolutional neural network Fasil Gadjimuradov Thomas Benkert M. Nickel Andreas K. Maier OOD 15 11 0 19 May 2021
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 19 190 0 15 May 2021
Generative Adversarial Networks (GAN) Powered Fast Magnetic Resonance Imaging -- Mini Review, Comparison and Perspectives Guang Yang Jun Lv Yutong Chen Jiahao Huang Jin Zhu MedIm 24 9 0 04 May 2021
Deep Manifold Learning for Dynamic MR Imaging Ziwen Ke Zhuoxu Cui Wenqi Huang Jing Cheng Seng Jia ... Xin Liu Hairong Zheng L. Ying Yanjie Zhu Dong Liang 23 20 0 09 Mar 2021
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning Pengfei Guo Puyang Wang Jinyuan Zhou Shanshan Jiang Vishal M. Patel FedML OOD 27 143 0 03 Mar 2021
Overcoming Measurement Inconsistency in Deep Learning for Linear Inverse Problems: Applications in Medical Imaging Marija Vella João F. C. Mota 16 4 0 29 Nov 2020
Improved Supervised Training of Physics-Guided Deep Learning Image Reconstruction with Multi-Masking Burhaneddin Yaman S. A. Hosseini S. Moeller Mehmet Akçakaya AI4CE 10 4 0 26 Oct 2020
Deep Network Interpolation for Accelerated Parallel MR Image Reconstruction C. Qin Jo Schlemper Kerstin Hammernik Jinming Duan Ronald M. Summers Daniel Rueckert 13 3 0 12 Jul 2020
DuDoRNet: Learning a Dual-Domain Recurrent Network for Fast MRI Reconstruction with Deep T1 Prior Bo Zhou S. Kevin Zhou 31 153 0 11 Jan 2020
Advancing machine learning for MR image reconstruction with an open competition: Overview of the 2019 fastMRI challenge Florian Knoll Tullie Murrell Anuroop Sriram N. Yakubova Jure Zbontar ... Aaron Defazio Matthew Muckley D. Sodickson C. L. Zitnick M. Recht 19 208 0 06 Jan 2020
$Σ$ -net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction Kerstin Hammernik Jo Schlemper C. Qin Jinming Duan Ronald M. Summers Daniel Rueckert 24 24 0 18 Dec 2019
Self-Supervised Physics-Based Deep Learning MRI Reconstruction Without Fully-Sampled Data Burhaneddin Yaman S. A. Hosseini S. Moeller J. Ellermann K. Uğurbil Mehmet Akçakaya OOD 15 80 0 21 Oct 2019
Deep learning within a priori temporal feature spaces for large-scale dynamic MR image reconstruction: Application to 5-D cardiac MR Multitasking Yuhua Chen Jaime L. Shaw Yibin Xie Debiao Li A. Christodoulou MedIm AI4CE 14 20 0 02 Oct 2019
IFR-Net: Iterative Feature Refinement Network for Compressed Sensing MRI Yiling Liu Qiegen Liu Minghui Zhang Qingxin Yang Shanshan Wang Dong Liang 27 61 0 24 Sep 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 15 4 0 24 Aug 2019
Deep MRI Reconstruction: Unrolled Optimization Algorithms Meet Neural Networks Dong Liang Jing Cheng Ziwen Ke L. Ying 22 56 0 26 Jul 2019
MRI Super-Resolution with Ensemble Learning and Complementary Priors Qing Lyu Hongming Shan Ge Wang MedIm SupR 16 96 0 06 Jul 2019
Learning-based Single-step Quantitative Susceptibility Mapping Reconstruction Without Brain Extraction Hongjiang Wei Steven Cao Yuyao Zhang Xiaojun Guan Fuhua Yan K. Yeom Chunlei Liu 17 50 0 15 May 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 21 263 0 01 Apr 2019
Spatio-Temporal Deep Learning-Based Undersampling Artefact Reduction for 2D Radial Cine MRI with Limited Data A. Kofler M. Dewey T. Schaeffter Christian Wald C. Kolbitsch 3DPC 21 74 0 01 Apr 2019
Stochastic Deep Compressive Sensing for the Reconstruction of Diffusion Tensor Cardiac MRI Jo Schlemper Guang Yang Pedro F. Ferreira Andrew D. Scott L. McGill ... M. Roehl J. Keegan D. Pennell D. Firmin Daniel Rueckert MedIm DiffM 23 54 0 30 May 2018
Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression using Deep Learning - Proof of Concept in Congenital Heart Disease A. Hauptmann Simon Arridge F. Lucka V. Muthurangu J. Steeden 19 180 0 14 Mar 2018
Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR Yoseob Han J. Yoo J. C. Ye MedIm OOD 100 231 0 03 Mar 2017