DIMENSION: Dynamic MR imaging with both k‐space and spatial prior knowledge obtained via multi‐supervised network training

Learning Joint-Sparse Codes for Calibration-Free Parallel MR Imaging

(2018) Shanshan Wang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction

(2018) Guang Yang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Compressed Sensing MRI Reconstruction Using a Generative Adversarial Network With a Cyclic Loss

(2018) Tran Minh Quan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Image Reconstruction is a New Frontier of Machine Learning

(2018) Ge Wang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction

(2018) Jo Schlemper et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep learning with domain adaptation for accelerated projection-reconstruction MR

(2018) Yoseob Han et al.   MAGNETIC RESONANCE IN MEDICINE

KIKI-net: cross-domain convolutional neural networks for reconstructing undersampled magnetic resonance images

(2018) Taejoon Eo et al.   MAGNETIC RESONANCE IN MEDICINE

Assessment of the generalization of learned image reconstruction and the potential for transfer learning

(2018) Florian Knoll et al.   MAGNETIC RESONANCE IN MEDICINE

Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction

(2018)   IEEE TRANSACTIONS ON MEDICAL IMAGING

MoDL: Model Based Deep Learning Architecture for Inverse Problems

(2018)   IEEE TRANSACTIONS ON MEDICAL IMAGING

Image reconstruction by domain-transform manifold learning

(2018) Bo Zhu et al.   NATURE

Learning a variational network for reconstruction of accelerated MRI data

(2017) Kerstin Hammernik et al.   MAGNETIC RESONANCE IN MEDICINE

A parallel MR imaging method using multilayer perceptron

(2017) Kinam Kwon et al.   MEDICAL PHYSICS

Iterative feature refinement for accurate undersampled MR image reconstruction

(2016) Shanshan Wang et al.   PHYSICS IN MEDICINE AND BIOLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

Compressed Sensing Dynamic Cardiac Cine MRI Using Learned Spatiotemporal Dictionary

(2014) Yanhua Wang et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Dictionary Learning and Time Sparsity for Dynamic MR Data Reconstruction

(2014) Jose Caballero et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Low-rank plus sparse matrix decomposition for accelerated dynamic MRI with separation of background and dynamic components

(2014) Ricardo Otazo et al.   MAGNETIC RESONANCE IN MEDICINE

Image reconstruction from highly undersampled (k,t)-space data with joint partial separability and sparsity constraints

(2012) Bo Zhao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Accelerated Dynamic MRI Exploiting Sparsity and Low-Rank Structure: k-t SLR

(2011) Sajan Goud Lingala et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

k-t ISD: Dynamic cardiac MR imaging using compressed sensing with iterative support detection

(2011) Dong Liang et al.   MAGNETIC RESONANCE IN MEDICINE