Accelerated white matter lesion analysis based on simultaneous and quantification using magnetic resonance fingerprinting and deep learning

Magnetic resonance fingerprinting for simultaneous renal T 1 and mapping in a single breath‐hold

(2020) Ingo Hermann et al.   MAGNETIC RESONANCE IN MEDICINE

A Transfer‐Learning Approach for Accelerated MRI Using Deep Neural Networks

(2020) Salman Ul Hassan Dar et al.   MAGNETIC RESONANCE IN MEDICINE

A gentle introduction to deep learning in medical image processing

(2019) Andreas Maier et al.   Zeitschrift fur Medizinische Physik

Denoising of MR images with Rician noise using a wider neural network and noise range division

(2019) Xuexiao You et al.   MAGNETIC RESONANCE IMAGING

Evaluation of the intra- and inter-method agreement of brain MRI segmentation software packages: A comparison between SPM12 and FreeSurfer v6.0

(2019) L. Palumbo et al.   Physica Medica-European Journal of Medical Physics

Deep Learning for Fast and Spatially Constrained Tissue Quantification From Highly Accelerated Data in Magnetic Resonance Fingerprinting

(2019) Zhenghan Fang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep‐Learning‐Based Neural Tissue Segmentation of MRI in Multiple Sclerosis: Effect of Training Set Size

(2019) Ponnada A. Narayana et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

High-resolution 3D MR Fingerprinting using parallel imaging and deep learning

(2019) Yong Chen et al.   NEUROIMAGE

How stable is quantitative MRI? – Assessment of intra- and inter-scanner-model reproducibility using identical acquisition sequences and data analysis programs

(2019) René-Maxime Gracien et al.   NEUROIMAGE

Role of T1 mapping to evaluate brain aging in a healthy population

(2019) Ali Kupeli et al.   CLINICAL IMAGING

Submillimeter MR fingerprinting using deep learning–based tissue quantification

(2019) Zhenghan Fang et al.   MAGNETIC RESONANCE IN MEDICINE

Machine Learning for Rapid Magnetic Resonance Fingerprinting Tissue Property Quantification

(2019) Jesse I. Hamilton et al.   PROCEEDINGS OF THE IEEE

Deformable Image Registration Using Cue-aware Deep Regression Network

(2018) Xiaohuan Cao et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

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

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

MR fingerprinting Deep RecOnstruction NEtwork (DRONE)

(2018) Ouri Cohen 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

Automatic brain segmentation using artificial neural networks with shape context

(2018) Amirreza Mahbod et al.   PATTERN RECOGNITION LETTERS

Quantitative susceptibility mapping (QSM) and R 2 * in the human brain at 3 T

(2018) Xiang Feng et al.   Zeitschrift fur Medizinische Physik

Time efficient whole-brain coverage with MR Fingerprinting using slice-interleaved echo-planar-imaging

(2018) Benedikt Rieger et al.   Scientific Reports

Evaluation of a deep learning approach for the segmentation of brain tissues and white matter hyperintensities of presumed vascular origin in MRI

(2018) Pim Moeskops et al.   NeuroImage-Clinical

Magnetic resonance fingerprinting: a technical review

(2018) Bhairav Bipin Mehta et al.   MAGNETIC RESONANCE IN MEDICINE

Scan-specific robust artificial-neural-networks for k-space interpolation (RAKI) reconstruction: Database-free deep learning for fast imaging

(2018) Mehmet Akçakaya et al.   MAGNETIC RESONANCE IN MEDICINE

Increased mean R2* in the deep gray matter of multiple sclerosis patients: Have we been measuring atrophy?

(2018) Enedino Hernández-Torres et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

An overview of deep learning in medical imaging focusing on MRI

(2018) Alexander Selvikvåg Lundervold et al.   Zeitschrift fur Medizinische Physik

Analysis of denoising filters on MRI brain images

(2017) Saritha Saladi et al.   INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY

What are normal relaxation times of tissues at 3 T?

(2017) Jorge Zavala Bojorquez et al.   MAGNETIC RESONANCE IMAGING

Learning a variational network for reconstruction of accelerated MRI data

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

Ensemble of expert deep neural networks for spatio-temporal denoising of contrast-enhanced MRI sequences

(2017) A. Benou et al.   MEDICAL IMAGE ANALYSIS

Deep deformable registration: Enhancing accuracy by fully convolutional neural net

(2017) Sayan Ghosal et al.   PATTERN RECOGNITION LETTERS

Evaluation of Field Map and Nonlinear Registration Methods for Correction of Susceptibility Artifacts in Diffusion MRI

(2017) Sijia Wang et al.   Frontiers in Neuroinformatics

Magnetic resonance fingerprinting using echo-planar imaging: Joint quantification of T1 and T2∗ relaxation times

(2016) Benedikt Rieger et al.   MAGNETIC RESONANCE IN MEDICINE

Denoising of diffusion MRI using random matrix theory

(2016) Jelle Veraart et al.   NEUROIMAGE

Quantitative MRI for Analysis of Active Multiple Sclerosis Lesions without Gadolinium-Based Contrast Agent

(2015) I. Blystad et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

What are White Matter Hyperintensities Made of? Relevance to Vascular Cognitive Impairment

(2015) Joanna M. Wardlaw et al.   Journal of the American Heart Association

Analysis of proton-density bias corrections based on T1measurement for robust quantification of water content in the brain at 3 Tesla

(2014) Zaheer Abbas et al.   MAGNETIC RESONANCE IN MEDICINE

Quantitative T2′-Mapping in Acute Ischemic Stroke

(2014) Sonja Bauer et al.   STROKE

Advanced MRI unravels the nature of tissue alterations in early multiple sclerosis

(2014) Guillaume Bonnier et al.   Annals of Clinical and Translational Neurology

A survey on the magnetic resonance image denoising methods

(2013) J. Mohan et al.   Biomedical Signal Processing and Control

Magnetic resonance fingerprinting

(2013) Dan Ma et al.   NATURE

Rapid single-scanT2*-mapping using exponential excitation pulses and image-based correction for linear background gradients

(2009) Simon Baudrexel et al.   MAGNETIC RESONANCE IN MEDICINE

Evaluation of 14 nonlinear deformation algorithms applied to human brain MRI registration

(2009) Arno Klein et al.   NEUROIMAGE