Year  Title  Author 
2017

Deep learning for undersampled MRI reconstruction 
CM Hyun, HP Kim, SM Lee, S Lee, JK Seo

2017

The utilization of MRI in the operating room 
C Ménard, JF Pambrun, S Kadoury

2017

Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification 
S Korolev, A Safiullin, M Belyaev, Y Dodonova

2017

MultiPlanar Deep Segmentation Networks for Cardiac Substructures from MRI and CT 
A Mortazi, J Burt, U Bagci

2017

Ensemble of Expert Deep Neural Networks for SpatioTemporal Denoising of ContrastEnhanced MRI Sequences 
A Benou, R Veksler, A Friedman, TR Raviv

2017

Automatic segmentation of the right ventricle from cardiac MRI using a learning‐based approach 
MR Avendi, A Kheradvar, H Jafarkhani

2017

Fully automated segmentation of prostate whole gland and transition zone in diffusionweighted MRI using convolutional neural networks 
T Clark, J Zhang, S Baig, A Wong, MA Haider

2017

Semisupervised Assessment of Incomplete LV Coverage in Cardiac MRI Using Generative Adversarial Nets 
L Zhang, A Gooya, AF Frangi

2017

Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks 
TM Quan, T Nguyen

2017

Hybrid Mass Detection in Breast MRI Combining Unsupervised Saliency Analysis and Deep Learning 
G Amit, O Hadad, S Alpert, T Tlusty, Y Gur, R Ben

2017

Learning a Variational Network for Reconstruction of Accelerated MRI Data 
K Hammernik, T Klatzer, E Kobler, MP Recht

2017

A 2D/3D Convolutional Neural Network for Brain White Matter Lesion Detection in Multimodal MRI 
L Roa

2017

On hierarchical brain tumor segmentation in MRI using fully convolutional neural networks: A preliminary study 
S Pereira, A Oliveira, V Alves, CA Silva

2017

Automatic Myocardial Segmentation by Using A Deep Learning Network in Cardiac MRI 
AH Curiale, FD Colavecchia, P Kaluza, RA Isoardi

2017

Single Image SuperResolution for MRI Using a CoarsetoFine Network 
J Liu, F Chen, H Shi, H Liao

2017

Classification of breast MRI lesions using smallsize training sets: comparison of deep learning approaches 
G Amit, R Ben

2017

A deep learning network for right ventricle segmentation in shortaxis MRI 
GN Luo, R An, KQ Wang, SY Dong, HG Zhang

2017

A novel left ventricular volumes prediction method based on deep learning network in cardiac MRI 
GN Luo, GX Sun, KQ Wang, SY Dong, HG Zhang

2017

Classification of MRI data using Deep Learning and Gaussian Processbased Model Selection 
H Bertrand, M Perrot, R Ardon, I Bloch

2017

Using Deep Learning to Segment Breast and Fibroglanduar Tissue in MRI Volumes 
MU Dalmş, G Litjens, K Holland, A Setio, R Mann

2017

Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks 
PF Christ, F Ettlinger, F Grün, MEA Elshaera, J Lipkova

2017

Automated Detection of Epileptogenic Cortical Malformations Using Multimodal MRI 
RS Gill, SJ Hong, F Fadaie, B Caldairou, B Bernhardt

2017

Automated Segmentation of Hyperintense Regions in FLAIR MRI Using Deep Learning 
P Korfiatis, TL Kline, BJ Erickson

2017

Deep learning of joint myelin and T1w MRI features in normalappearing brain tissue to distinguish between multiple sclerosis patients and healthy controls 
Y Yoo, LYW Tang, T Brosch, DKB Li, S Kolind

2017

Identification of authism disorder through functional MRI and deep learning 
AS Heinsfeld

2017

Respiratory Prediction and Image Quality Improvement of 4D Cone Beam CT and MRI for Lung Tumor Treatments 
S Park

2017

Automatic segmentation of left ventricle in cardiac cine MRI images based on deep learning 
T Zhou, I Icke, B Dogdas, S Parimal, S Sampath

2017

Deep artifact learning for compressed sensing and parallel MRI 
D Lee, J Yoo, JC Ye

2017

RealTime Automatic Fetal Brain Extraction in Fetal MRI by Deep Learning 
SSM Salehi, SR Hashemi, C Velasco

2017

Deep Generative Adversarial Networks for Compressed Sensing Automates MRI 
M Mardani, E Gong, JY Cheng, S Vasanawala

2017

3D Motion Modeling and Reconstruction of Left Ventricle Wall in Cardiac MRI 
D Yang, P Wu, C Tan, KM Pohl, L Axel, D Metaxas

2017

Estimation of the volume of the left ventricle from MRI images using deep neural networks 
F Liao, X Chen, X Hu, S Song

2017

A deep convolutional neural network for brain tissue segmentation in Neonatal MRI 
K Murphy, GB Boylan, AF Smeaton, K McGuinness

2017

Deep Generative Adversarial Neural Networks for Realistic Prostate Lesion MRI Synthesis 
A Kitchen, J Seah

2017

A fully automatic deep learning method for atrial scarring segmentation from late gadoliniumenhanced MRI images 
G Yang, X Zhuang, H Khan, S Haldar, E Nyktari, X Ye

2017

Age estimation from brain MRI images using deep learning 
TW Huang, HT Chen, R Fujimoto, K Ito, K Wu, K Sato

2017

Adversarial Training and Dilated Convolutions for Brain MRI Segmentation 
JPW Pluim

2017

Segmenting Atrial Fibrosis from Late GadoliniumEnhanced Cardiac MRI by DeepLearned Features with Stacked Sparse AutoEncoders 
S Haldar, E Nyktari, X Ye, G Slabaugh, T Wong

2017

Deep Residual Learning For Compressed Sensing Mri 
D Lee, J Yoo, JC Ye

2017

Prostate cancer diagnosis using deep learning with 3D multiparametric MRI 
S Liu, H Zheng, Y Feng, W Li

2017

A Novel Deep Learning Based Multiclass Classification Method for Alzheimer's Disease Detection Using Brain MRI Data 
J Islam, Y Zhang

2017

Multipass 3D convolutional neural network segmentation of prostate MRI images 
B Sciolla, M Martin, P Delachartre

2017

A TransferLearning Approach for Accelerated MRI using Deep Neural Networks 
SUH Dar, T Çukur

2017

Deep Learning for Brain MRI Segmentation: State of the Art and Future Directions 
Z Akkus, A Galimzianova, A Hoogi, DL Rubin

2017

Evaluation of a deep learning approach for the segmentation of brain tissues and white matter hyperintensities of presumed vascular origin in MRI 
P Moeskops, J de Bresser, HJ Kuijf, AM Mendrik

2017

Automatic Alzheimer's Disease Recognition from MRI Data Using Deep Learning Method 
S Luo, X Li, J Li

2016

Classification of Alzheimer's Disease Structural MRI Data by Deep Learning Convolutional Neural Networks 
S Sarraf, G Tofighi

2016

Denoising of ContrastEnhanced MRI Sequences by an Ensemble of Expert Deep Neural Networks 
A Benou, R Veksler, A Friedman, TR Raviv

2016

A Combined DeepLearning and DeformableModel Approach to Fully Automatic Segmentation of the Left Ventricle in Cardiac MRI 
MR Avendi, A Kheradvar, H Jafarkhani

2016

Applying machine learning to automated segmentation of head and neck tumour volumes and organs at risk on radiotherapy planning CT and MRI scans 
C Chu, J De Fauw, N Tomasev, BR Paredes, C Hughes

2016

A Fully Convolutional Neural Network for Cardiac Segmentation in ShortAxis MRI 
PV Tran

2016

An Overview of Techniques for Cardiac Left Ventricle Segmentation on ShortAxis MRI 
A Krasnobaev, A Sozykin

2016

Stacking denoising autoencoders in a deep network to segment the brainstem on MRI in brain cancer patients: a clinical study 
J Dolz, N Betrouni, M Quidet, D Kharroubi, HA Leroy

2016

HoughCNN: Deep Learning for Segmentation of Deep Brain Regions in MRI and Ultrasound 
F Milletari, SA Ahmadi, C Kroll, A Plate, V Rozanski

2016

Mental Disease Feature Extraction with MRI by 3D Convolutional Neural Network with Multichannel Input 
L Cao, Z Liu, X He, Y Cao, K Li

2016

Deep learning trends for focal brain pathology segmentation in MRI 
M Havaei, N Guizard, H Larochelle, PM Jodoin

2016

Identification of Water and Fat Images in Dixon MRI Using Aggregated PatchBased Convolutional Neural Networks 
L Zhao, Y Zhan, D Nickel, M Fenchel, B Kiefer, XS Zhou

2016

Deep MRI brain extraction: A 3D convolutional neural network for skull stripping 
J Kleesiek, G Urban, A Hubert, D Schwarz

2016

Active appearance model and deep learning for more accurate prostate segmentation on MRI 
R Cheng, HR Roth, L Lu, S Wang, B Turkbey

2016

Recurrent Fully Convolutional Neural Networks for Multislice MRI Cardiac Segmentation 
RPK Poudel, P Lamata, G Montana

2016

Deep learning predictions of survival based on MRI in amyotrophic lateral sclerosis 
HK van der Burgh, R Schmidt, HJ Westeneng

2016

SemanticBased Brain MRI Image Segmentation Using Convolutional Neural Network 
Y Chou, DJ Lee, D Zhang

2016

Abstract WP41: Predicting Acute Ischemic Stroke Tissue Fate Using Deep Learning on Source Perfusion MRI 
KC Ho, S El

2016

A new ASM framework for left ventricle segmentation exploring slice variability in cardiac MRI volumes 
C Santiago, JC Nascimento, JS Marques

2015

Crohn's disease segmentation from mri using learned image priors 
D Mahapatra, P Schüffler, F Vos, JM Buhmann

2015

Discovery Radiomics for MultiParametric MRI Prostate Cancer Detection 
AG Chung, MJ Shafiee, D Kumar, F Khalvati

2015

Realtime Dynamic MRI Reconstruction using Stacked Denoising Autoencoder 
A Majumdar

2015

qSpace Deep Learning for TwelveFold Shorter and ModelFree Diffusion MRI Scans 
V Golkov, A Dosovitskiy, P Sämann, JI Sperl
