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Deep learning for undersampled MRI reconstruction
v1v2v3 (latest)

Deep learning for undersampled MRI reconstruction

8 September 2017
Chang Min Hyun
Hwa Pyung Kim
S. Lee
Sungchul Lee
J.K. Seo
ArXiv (abs)PDFHTML

Papers citing "Deep learning for undersampled MRI reconstruction"

50 / 113 papers shown
Simultaneous Image Quality Improvement and Artefacts Correction in Accelerated MRI
Simultaneous Image Quality Improvement and Artefacts Correction in Accelerated MRI
G. Kanli
Daniele Perlo
Selma Boudissa
Radovan Jirik
O. Keunen
MedIm
176
0
0
28 Nov 2025
Brain-MGF: Multimodal Graph Fusion Network for EEG-fMRI Brain Connectivity Analysis Under Psilocybin
Brain-MGF: Multimodal Graph Fusion Network for EEG-fMRI Brain Connectivity Analysis Under Psilocybin
S. Yap
Fuad M. Noman
Junn Yong Loo
Devon Stoliker
M. Khajehnejad
Raphaël C.-W. Phan
David L. Dowe
Adeel Razi
C. Ting
97
0
0
23 Nov 2025
Time-Embedded Algorithm Unrolling for Computational MRI
Time-Embedded Algorithm Unrolling for Computational MRI
Junno Yun
Yasar Utku Alçalar
Mehmet Akçakaya
157
2
0
18 Oct 2025
EatGAN: An Edge-Attention Guided Generative Adversarial Network for Single Image Super-Resolution
EatGAN: An Edge-Attention Guided Generative Adversarial Network for Single Image Super-Resolution
Penghao Rao
Tieyong Zeng
130
0
0
18 Sep 2025
Understanding Benefits and Pitfalls of Current Methods for the Segmentation of Undersampled MRI Data
Understanding Benefits and Pitfalls of Current Methods for the Segmentation of Undersampled MRI Data
Jan Nikolas Morshuis
Matthias Hein
Christian F. Baumgartner
168
0
0
26 Aug 2025
The R2D2 Deep Neural Network Series for Scalable Non-Cartesian Magnetic Resonance Imaging
The R2D2 Deep Neural Network Series for Scalable Non-Cartesian Magnetic Resonance Imaging
Yiwei Chen
Amir Aghabiglou
Shijie Chen
Motahare Torki
Chao Tang
Ruud B. van Heeswijk
Yves Wiaux
256
0
0
12 Mar 2025
Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction
Yucong Meng
Zhiwei Yang
Minghong Duan
Yonghong Shi
Zhijian Song
434
1
0
18 Nov 2024
LoFi: Neural Local Fields for Scalable Image Reconstruction
LoFi: Neural Local Fields for Scalable Image ReconstructionIEEE Transactions on Computational Imaging (TCI), 2024
AmirEhsan Khorashadizadeh
T. Liaudat
Tianlin Liu
Jason D. McEwen
Ivan Dokmanić
SupR
322
0
0
07 Nov 2024
Enhancing Brain Source Reconstruction by Initializing 3D Neural Networks with Physical Inverse Solutions
Enhancing Brain Source Reconstruction by Initializing 3D Neural Networks with Physical Inverse Solutions
Marco Morik
Ali Hashemi
Klaus-Robert Müller
Stefan Haufe
Shinichi Nakajima
150
6
0
31 Oct 2024
A Diffusion-based Xray2MRI Model: Generating Pseudo-MRI Volumes From one
  Single X-ray
A Diffusion-based Xray2MRI Model: Generating Pseudo-MRI Volumes From one Single X-ray
Zhe Wang
Rachid Jennane
Aladine Chetouani
Yung Hsin Chen
Fabian Bauer
M. Jarraya
MedIm
150
0
0
09 Oct 2024
Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imaging
Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imagingNeuroImage (NeuroImage), 2024
Paul Weiser
Georg Langs
W. Bogner
Stanislav Motyka
Bernhard Strasser
...
Tracy Batchelor
Daniel Cahill
Malte Hoffmann
Antoine Klauser
Ovidiu C. Andronesi
316
2
0
26 Sep 2024
MambaRecon: MRI Reconstruction with Structured State Space Models
MambaRecon: MRI Reconstruction with Structured State Space ModelsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Yilmaz Korkmaz
V. Patel
Mamba
271
14
0
19 Sep 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learningInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024
Hwihun Jeong
S. Chun
Jongho Lee
382
4
0
16 Sep 2024
Hybrid attention structure preserving network for reconstruction of
  under-sampled OCT images
Hybrid attention structure preserving network for reconstruction of under-sampled OCT images
Zezhao Guo
Zhanfang Zhao
258
3
0
01 Jun 2024
Enhancing Global Sensitivity and Uncertainty Quantification in Medical
  Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba
Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba
Jiahao Huang
Liutao Yang
Fanwen Wang
Yang Nan
Weiwen Wu
...
Kuangyu Shi
Angelica I. Aviles-Rivero
Carola-Bibiane Schönlieb
Daoqiang Zhang
Guang Yang
Mamba
308
0
0
27 May 2024
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI
  Reconstruction
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI ReconstructionIEEE Transactions on Computational Imaging (TCI), 2024
Yue Cai
Yu Luo
Jie Ling
Shun Yao
277
7
0
09 May 2024
Scalable Non-Cartesian Magnetic Resonance Imaging with R2D2
Scalable Non-Cartesian Magnetic Resonance Imaging with R2D2
Yiwei Chen
Chao Tang
Amir Aghabiglou
Chung San Chu
Yves Wiaux
209
1
0
26 Mar 2024
NeRF Solves Undersampled MRI Reconstruction
NeRF Solves Undersampled MRI Reconstruction
Tae Jun Jang
Chang Min Hyun
284
5
0
20 Feb 2024
Learned Regularization for Inverse Problems: Insights from a Spectral
  Model
Learned Regularization for Inverse Problems: Insights from a Spectral Model
Martin Burger
Samira Kabri
326
1
0
15 Dec 2023
Deep-learning-based acceleration of MRI for radiotherapy planning of
  pediatric patients with brain tumors
Deep-learning-based acceleration of MRI for radiotherapy planning of pediatric patients with brain tumors
Shahinur Alam
J. Uh
Alexander Dresner
Chia-Ho Hua
Khaled Khairy
MedIm
201
1
0
22 Nov 2023
An Unsupervised Deep Learning Approach for the Wave Equation Inverse
  Problem
An Unsupervised Deep Learning Approach for the Wave Equation Inverse Problem
Xiong-bin Yan
Keke Wu
Zhi-Qin John Xu
Zheng Ma
201
0
0
08 Nov 2023
Recent Advances in Generative AI for Healthcare Applications
Recent Advances in Generative AI for Healthcare Applications
Yasin Shokrollahi
Sahar Yarmohammadtoosky
Wenxi Liu
Pengfei Dong
Matthew M. Nikahd
Linxia Gu
Xianqi Li
L. Gu
MedImAI4CE
422
22
0
01 Oct 2023
Cine cardiac MRI reconstruction using a convolutional recurrent network
  with refinement
Cine cardiac MRI reconstruction using a convolutional recurrent network with refinement
Yuyang Xue
Yuning Du
Gianluca Carloni
Eva Pachetti
Connor Jordan
Sotirios A. Tsaftaris
232
4
0
23 Sep 2023
ICoNIK: Generating Respiratory-Resolved Abdominal MR Reconstructions
  Using Neural Implicit Representations in k-Space
ICoNIK: Generating Respiratory-Resolved Abdominal MR Reconstructions Using Neural Implicit Representations in k-Space
Veronika Spieker
Wenqi Huang
H. Eichhorn
Jonathan K. Stelter
K. Weiss
V. Zimmer
R. Braren
D. Karampinos
Kerstin Hammernik
Julia A. Schnabel
MedIm
232
13
0
17 Aug 2023
Two-and-a-half Order Score-based Model for Solving 3D Ill-posed Inverse
  Problems
Two-and-a-half Order Score-based Model for Solving 3D Ill-posed Inverse Problems
Zirong Li
Yanyang Wang
Jianjia Zhang
Weiwen Wu
Hengyong Yu
253
14
0
16 Aug 2023
Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction
Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction
Paul Fischer
Thomas Kustner
Christian F. Baumgartner
294
11
0
04 Aug 2023
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of
  Undersampled MRI Reconstruction
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of Undersampled MRI ReconstructionBiomedical Signal Processing and Control (BSPC), 2023
Mevan Ekanayake
Zhiwen Chen
Mehrtash Harandi
Gary Egan
Zhaolin Chen
239
10
0
01 Jun 2023
NL-CS Net: Deep Learning with Non-Local Prior for Image Compressive
  Sensing
NL-CS Net: Deep Learning with Non-Local Prior for Image Compressive Sensing
Shuai Bian
Shouliang Qi
Chen Li
Yudong Yao
Yueyang Teng
200
2
0
06 May 2023
Fast MRI Reconstruction via Edge Attention
Fast MRI Reconstruction via Edge AttentionCommunications in Computational Physics (Commun. Comput. Phys.), 2023
Hanhui Yang
Juncheng Li
L. Lui
Shihui Ying
Jun Shi
T. Zeng
280
9
0
22 Apr 2023
Electrical Impedance Tomography with Deep Calderón Method
Electrical Impedance Tomography with Deep Calderón MethodJournal of Computational Physics (JCP), 2023
Siyu Cen
Bangti Jin
Kwancheol Shin
Zhi Zhou
153
21
0
18 Apr 2023
Uncertainty-Aware Null Space Networks for Data-Consistent Image
  Reconstruction
Uncertainty-Aware Null Space Networks for Data-Consistent Image Reconstruction
Christoph Angermann
Simon Göppel
Markus Haltmeier
192
1
0
14 Apr 2023
Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance
  Reconstruction: A Comparison Study
Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance Reconstruction: A Comparison StudyScientific Reports (Sci Rep), 2023
Jiahao Huang
Pedro F. Ferreira
Lichao Wang
Yinzhe Wu
Angelica I. Aviles-Rivero
...
R. Rajakulasingam
Ranil De Silva
D. Pennell
S. Nielles-Vallespin
Guang Yang
DiffM
190
14
0
31 Mar 2023
Exploring the Power of Generative Deep Learning for Image-to-Image
  Translation and MRI Reconstruction: A Cross-Domain Review
Exploring the Power of Generative Deep Learning for Image-to-Image Translation and MRI Reconstruction: A Cross-Domain Review
Yuda Bi
MedIm
205
1
0
16 Mar 2023
Multi PILOT: Learned Feasible Multiple Acquisition Trajectories for
  Dynamic MRI
Multi PILOT: Learned Feasible Multiple Acquisition Trajectories for Dynamic MRI
Tamir Shor
Tomer Weiss
Dor Noti
A. Bronstein
MedIm
117
1
0
13 Mar 2023
On the Feasibility of Machine Learning Augmented Magnetic Resonance for
  Point-of-Care Identification of Disease
On the Feasibility of Machine Learning Augmented Magnetic Resonance for Point-of-Care Identification of Disease
R. Singhal
Mukund Sudarshan
Anish Mahishi
S. Kaushik
L. Ginocchio
A. Tong
H. Chandarana
D. Sodickson
Rajesh Ranganath
S. Chopra
391
5
0
27 Jan 2023
On Retrospective k-space Subsampling schemes For Deep MRI Reconstruction
On Retrospective k-space Subsampling schemes For Deep MRI ReconstructionMagnetic Resonance Imaging (MRI), 2023
George Yiasemis
Clara I. Sánchez
Jan-Jakob Sonke
Jonas Teuwen
518
25
0
20 Jan 2023
Advances in Medical Image Analysis with Vision Transformers: A
  Comprehensive Review
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review
Reza Azad
Amirhossein Kazerouni
Moein Heidari
Ehsan Khodapanah Aghdam
Amir Molaei
Yiwei Jia
Abin Jose
Rijo Roy
Dorit Merhof
MedImViT
455
357
0
09 Jan 2023
Deep Injective Prior for Inverse Scattering
Deep Injective Prior for Inverse ScatteringIEEE Transactions on Antennas and Propagation (IEEE Trans. Antennas Propag.), 2023
AmirEhsan Khorashadizadeh
Vahid Khorashadi-Zadeh
Sepehr Eskandari
Guy A. E. Vandenbosch
Ivan Dokmanić
303
12
0
08 Jan 2023
Holistic Multi-Slice Framework for Dynamic Simultaneous Multi-Slice MRI
  Reconstruction
Holistic Multi-Slice Framework for Dynamic Simultaneous Multi-Slice MRI Reconstruction
Daniel H. Pak
Xiao Chen
Eric Z. Chen
Yikang Liu
Terrence Chen
Shanhui Sun
132
1
0
03 Jan 2023
Low-rank Tensor Assisted K-space Generative Model for Parallel Imaging
  Reconstruction
Low-rank Tensor Assisted K-space Generative Model for Parallel Imaging ReconstructionMagnetic Resonance Imaging (MRI), 2022
Wei Zhang
Zengwei Xiao
Hui Tao
Minghui Zhang
Xiaoling Xu
Qiegen Liu
MedIm
276
2
0
11 Dec 2022
L2SR: Learning to Sample and Reconstruct for Accelerated MRI via
  Reinforcement Learning
L2SR: Learning to Sample and Reconstruct for Accelerated MRI via Reinforcement LearningInverse Problems (IP), 2022
Pu Yang
Bin Dong
OffRLAI4TS
244
0
0
05 Dec 2022
A Neural-Network-Based Convex Regularizer for Inverse Problems
A Neural-Network-Based Convex Regularizer for Inverse ProblemsIEEE Transactions on Computational Imaging (TCI), 2022
Alexis Goujon
Sebastian Neumayer
Pakshal Bohra
Stanislas Ducotterd
M. Unser
463
46
0
22 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey
Diffusion Models for Medical Image Analysis: A Comprehensive Survey
Amirhossein Kazerouni
Ehsan Khodapanah Aghdam
Moein Heidari
Reza Azad
Mohsen Fayyaz
Ilker Hacihaliloglu
Dorit Merhof
DiffMMedIm
569
653
0
14 Nov 2022
Compressed Sensing MRI Reconstruction Regularized by VAEs with
  Structured Image Covariance
Compressed Sensing MRI Reconstruction Regularized by VAEs with Structured Image CovariancePhysics in Medicine and Biology (PMB), 2022
Margaret Duff
Ivor J. A. Simpson
Matthias Joachim Ehrhardt
Neill D. F. Campbell
DiffMMedIm
193
8
0
26 Oct 2022
JoJoNet: Joint-contrast and Joint-sampling-and-reconstruction Network
  for Multi-contrast MRI
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
229
6
0
22 Oct 2022
Prototypical few-shot segmentation for cross-institution male pelvic
  structures with spatial registration
Prototypical few-shot segmentation for cross-institution male pelvic structures with spatial registration
Yiwen Li
Yunguan Fu
Iani J. M. B. Gayo
Qianye Yang
Zhe Min
...
Matthew J. Clarkson
Henkjan J. Huisman
D. Barratt
V. Prisacariu
Yipeng Hu
265
18
0
12 Sep 2022
MA-RECON: Mask-aware deep-neural-network for robust fast MRI k-space
  interpolation
MA-RECON: Mask-aware deep-neural-network for robust fast MRI k-space interpolation
Nitzan Avidan
Moti Freiman
OOD
211
7
0
31 Aug 2022
Adversarial Robustness of MR Image Reconstruction under Realistic
  Perturbations
Adversarial Robustness of MR Image Reconstruction under Realistic Perturbations
Jan Nikolas Morshuis
S. Gatidis
Matthias Hein
Christian F. Baumgartner
AAMLOOD
242
19
0
05 Aug 2022
D3C2-Net: Dual-Domain Deep Convolutional Coding Network for Compressive Sensing
D3C2-Net: Dual-Domain Deep Convolutional Coding Network for Compressive Sensing
Weiqi Li
Bin Chen
Shuai Liu
Shijie Zhao
Bowen Du
Yongbing Zhang
Jian Zhang
378
10
0
27 Jul 2022
Multi-branch Cascaded Swin Transformers with Attention to k-space
  Sampling Pattern for Accelerated MRI Reconstruction
Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction
Mevan Ekanayake
Kamlesh Pawar
Mehrtash Harandi
Gary Egan
Zhaolin Chen
ViTMedIm
197
7
0
18 Jul 2022
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