MANTIS: Model-Augmented Neural neTwork with Incoherent k -space Sampling for efficient MR parameter mapping

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

(2018) Tran Minh Quan 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 enables reduced gadolinium dose for contrast-enhanced brain MRI

(2018) Enhao Gong et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Deep learning with domain adaptation for accelerated projection-reconstruction MR

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

MR fingerprinting Deep RecOnstruction NEtwork (DRONE)

(2018) Ouri Cohen 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

Super-resolution musculoskeletal MRI using deep learning

(2018) Akshay S. Chaudhari 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

Deep convolutional neural network for segmentation of knee joint anatomy

(2018) Zhaoye Zhou et al.   MAGNETIC RESONANCE IN MEDICINE

Single-shot T2 mapping using overlapping-echo detachment planar imaging and a deep convolutional neural network

(2018) Congbo Cai et al.   MAGNETIC RESONANCE IN MEDICINE

Reconstruction of undersampled radial free-breathing 3D abdominal MRI using stacked convolutional auto-encoders

(2018) Jun Lv et al.   MEDICAL PHYSICS

Improving resolution of MR images with an adversarial network incorporating images with different contrast

(2018) Ki Hwan Kim et al.   MEDICAL PHYSICS

Technical Note: Deep learning based MRAC using rapid ultrashort echo time imaging

(2018) Hyungseok Jang et al.   MEDICAL PHYSICS

Bayesian convolutional neural network based MRI brain extraction on nonhuman primates

(2018) Gengyan Zhao et al.   NEUROIMAGE

Deep Learning MR Imaging–based Attenuation Correction for PET/MR Imaging

(2018) Fang Liu et al.   RADIOLOGY

Deep Generative Adversarial Neural Networks for Compressive Sensing (GANCS) MRI

(2018) Morteza Mardani et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Image reconstruction by domain-transform manifold learning

(2018) Bo Zhu et al.   NATURE

SUSAN: segment unannotated image structure using adversarial network

(2018) Fang Liu   MAGNETIC RESONANCE IN MEDICINE

Model-based T1 mapping with sparsity constraints using single-shot inversion-recovery radial FLASH

(2017) Xiaoqing Wang et al.   MAGNETIC RESONANCE IN MEDICINE

Deep convolutional neural network and 3D deformable approach for tissue segmentation in musculoskeletal magnetic resonance imaging

(2017) Fang Liu et al.   MAGNETIC RESONANCE IN MEDICINE

Learning a variational network for reconstruction of accelerated MRI data

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

q-Space Deep Learning: Twelve-Fold Shorter and Model-Free Diffusion MRI Scans

(2016) Vladimir Golkov et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Direct estimation of tracer-kinetic parameter maps from highly undersampled brain dynamic contrast enhanced MRI

(2016) Yi Guo et al.   MAGNETIC RESONANCE IN MEDICINE

Acceleration of MR parameter mapping using annihilating filter-based low rank hankel matrix (ALOHA)

(2016) Dongwook Lee et al.   MAGNETIC RESONANCE IN MEDICINE

Accelerated and motion-robust in vivo T2mapping from radially undersampled data using bloch-simulation-based iterative reconstruction

(2015) Noam Ben-Eliezer et al.   MAGNETIC RESONANCE IN MEDICINE

A model-based reconstruction for undersampled radial spin-echo DTI with variational penalties on the diffusion tensor

(2015) Florian Knoll et al.   NMR IN BIOMEDICINE

Rapid and accurate T2mapping from multi-spin-echo data using Bloch-simulation-based reconstruction

(2014) Noam Ben-Eliezer et al.   MAGNETIC RESONANCE IN MEDICINE

Accelerating parameter mapping with a locally low rank constraint

(2014) Tao Zhang et al.   MAGNETIC RESONANCE IN MEDICINE

Magnetic resonance fingerprinting

(2013) Dan Ma et al.   NATURE

Accelerating MR parameter mapping using sparsity-promoting regularization in parametric dimension

(2012) Julia V. Velikina et al.   MAGNETIC RESONANCE IN MEDICINE

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

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

Model-based nonlinear inverse reconstruction for T2 mapping using highly undersampled spin-echo MRI

(2011) Tilman J. Sumpf et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

T2 mapping from highly undersampled data by reconstruction of principal component coefficient maps using compressed sensing

(2011) Chuan Huang et al.   MAGNETIC RESONANCE IN MEDICINE

Accelerated cardiac T2 mapping using breath-hold multiecho fast spin-echo pulse sequence with k-t FOCUSS

(2011) Li Feng et al.   MAGNETIC RESONANCE IN MEDICINE

Fast MR parameter mapping using k-t principal component analysis

(2011) Frederike H. Petzschner et al.   MAGNETIC RESONANCE IN MEDICINE

Compressed sensing reconstruction for magnetic resonance parameter mapping

(2010) Mariya Doneva et al.   MAGNETIC RESONANCE IN MEDICINE

Combination of compressed sensing and parallel imaging for highly accelerated first-pass cardiac perfusion MRI

(2010) Ricardo Otazo et al.   MAGNETIC RESONANCE IN MEDICINE

Model-Based Iterative Reconstruction for Radial Fast Spin-Echo MRI

(2009) K.T. Block et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING