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1702.05747
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A Survey on Deep Learning in Medical Image Analysis

v1v2 (latest)

A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Mohsen Ghafoorian

Jeroen van der Laak

Bram van Ginneken

ArXiv (abs)PDF HTML

Papers citing "A Survey on Deep Learning in Medical Image Analysis"

50 / 1,708 papers shown

Diagnose like a Radiologist: Attention Guided Convolutional Neural
Network for Thorax Disease Classification

Diagnose like a Radiologist: Attention Guided Convolutional Neural Network for Thorax Disease Classification

Liang Zheng

Yi Yang

178

276

0

30 Jan 2018

Deep Learning in Pharmacogenomics: From Gene Regulation to Patient
Stratification

Deep Learning in Pharmacogenomics: From Gene Regulation to Patient Stratification

Alexandr A Kalinin

Gerald A. Higgins

Narathip Reamaroon

S. M. Reza Soroushmehr

Ari Allyn-Feuer

Kayvan Najarian

408

132

0

25 Jan 2018

Automatic construction of Chinese herbal prescription from tongue image
via CNNs and auxiliary latent therapy topics

Automatic construction of Chinese herbal prescription from tongue image via CNNs and auxiliary latent therapy topics

298

49

0

23 Jan 2018

Three Dimensional Fluorescence Microscopy Image Synthesis and
Segmentation

Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation

174

65

0

22 Jan 2018

Quantitative analysis of patch-based fully convolutional neural networks
for tissue segmentation on brain magnetic resonance imaging

Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging

Kaisar Kushibar

Mariano Cabezas

136

42

0

19 Jan 2018

Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles
Segmentation in Brain MR

Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles Segmentation in Brain MR

Mohsen Ghafoorian

Bram van Ginneken

N. Karssemeijer

174

17

0

15 Jan 2018

Deep convolutional neural networks for segmenting 3D in vivo multiphoton
images of vasculature in Alzheimer disease mouse models

Deep convolutional neural networks for segmenting 3D in vivo multiphoton images of vasculature in Alzheimer disease mouse models

Mohammad Haft-Javaherian

404

76

0

03 Jan 2018

Dense Pooling layers in Fully Convolutional Network for Skin Lesion
Segmentation

Dense Pooling layers in Fully Convolutional Network for Skin Lesion Segmentation

E. Nasr-Esfahani

Mohammad Jafari

S. M. Reza Soroushmehr

Kayvan Najarian

181

16

0

29 Dec 2017

First Draft on the xInf Model for Universal Physical Computation and
Reverse Engineering of Natural Intelligence

First Draft on the xInf Model for Universal Physical Computation and Reverse Engineering of Natural Intelligence

76

0

0

26 Dec 2017

Automatic segmentation method of pelvic floor levator hiatus in
ultrasound using a self-normalising neural network

Automatic segmentation method of pelvic floor levator hiatus in ultrasound using a self-normalising neural network

Nikhil Sindhwani

Tom Vercauteren

125

33

0

18 Dec 2017

Deep CNN ensembles and suggestive annotations for infant brain MRI
segmentation

Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation

Jose Dolz

Christian Desrosiers

Ismail Ben Ayed

190

118

0

14 Dec 2017

Deep convolutional neural networks for brain image analysis on magnetic
resonance imaging: a review

Deep convolutional neural networks for brain image analysis on magnetic resonance imaging: a review

Kaisar Kushibar

Daniel S. Asfaw

181

373

0

11 Dec 2017

Learning to detect chest radiographs containing lung nodules using
visual attention networks

Learning to detect chest radiographs containing lung nodules using visual attention networks

Giovanni Montana

237

110

0

04 Dec 2017

Learning Neural Markers of Schizophrenia Disorder Using Recurrent Neural
Networks

Learning Neural Markers of Schizophrenia Disorder Using Recurrent Neural Networks

Mina Gheiratmand

Russell Greiner

109

52

0

01 Dec 2017

Deep Learning with Permutation-invariant Operator for Multi-instance
Histopathology Classification

Deep Learning with Permutation-invariant Operator for Multi-instance Histopathology Classification

Jakub M. Tomczak

Maximilian Ilse

161

11

0

01 Dec 2017

MR image reconstruction using deep density priors

MR image reconstruction using deep density priors

Christian F. Baumgartner

261

145

0

30 Nov 2017

Deep learning analysis of breast MRIs for prediction of occult invasive
disease in ductal carcinoma in situ

Deep learning analysis of breast MRIs for prediction of occult invasive disease in ductal carcinoma in situ

Michael R. Harowicz

Maciej A. Mazurowski

115

47

0

28 Nov 2017

Deep Lesion Graphs in the Wild: Relationship Learning and Organization
of Significant Radiology Image Findings in a Diverse Large-scale Lesion
Database

Deep Lesion Graphs in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-scale Lesion Database

Xiaosong Wang

Adam P. Harrison

Ronald M. Summers

209

158

0

28 Nov 2017

Deep learning analysis of the myocardium in coronary CT angiography for
identification of patients with functionally significant coronary artery
stenosis

Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis

Nikolas Lessmann

R. V. Hamersvelt

Ivana Išgum

159

188

0

24 Nov 2017

Unsupervised End-to-end Learning for Deformable Medical Image
Registration

Unsupervised End-to-end Learning for Deformable Medical Image Registration

Yan Xu

153

53

0

23 Nov 2017

Learning Deep Representations of Medical Images using Siamese CNNs with
Application to Content-Based Image Retrieval

Learning Deep Representations of Medical Images using Siamese CNNs with Application to Content-Based Image Retrieval

133

68

0

22 Nov 2017

Evaluate the Malignancy of Pulmonary Nodules Using the 3D Deep Leaky
Noisy-or Network

Evaluate the Malignancy of Pulmonary Nodules Using the 3D Deep Leaky Noisy-or Network

217

440

0

22 Nov 2017

A deep learning-based method for relative location prediction in CT scan
images

A deep learning-based method for relative location prediction in CT scan images

78

1

0

21 Nov 2017

DLTK: State of the Art Reference Implementations for Deep Learning on
Medical Images

DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images

Daniel Rueckert

118

83

0

18 Nov 2017

Towards Automatic 3D Shape Instantiation for Deployed Stent Grafts: 2D
Multiple-class and Class-imbalance Marker Segmentation with Equally-weighted
Focal U-Net

Towards Automatic 3D Shape Instantiation for Deployed Stent Grafts: 2D Multiple-class and Class-imbalance Marker Segmentation with Equally-weighted Focal U-Net

Guang-Zhong Yang

300

34

0

04 Nov 2017

Data, Depth, and Design: Learning Reliable Models for Skin Lesion
Analysis

Data, Depth, and Design: Learning Reliable Models for Skin Lesion Analysis

Michel Fornaciali

Afonso Menegola

384

25

0

01 Nov 2017

Segmentation-by-Detection: A Cascade Network for Volumetric Medical
Image Segmentation

Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation

Martin Jägersand

Jacob L. Jaremko

147

24

0

31 Oct 2017

Deep Learning and Conditional Random Fields-based Depth Estimation and
Topographical Reconstruction from Conventional Endoscopy

Deep Learning and Conditional Random Fields-based Depth Estimation and Topographical Reconstruction from Conventional Endoscopy

Nicholas J. Durr

290

155

0

30 Oct 2017

Learning to diagnose from scratch by exploiting dependencies among
labels

Learning to diagnose from scratch by exploiting dependencies among labels

203

357

0

28 Oct 2017

Interactive Medical Image Segmentation using Deep Learning with
Image-specific Fine-tuning

Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning

Guotai Wang

Maria A. Zuluaga

...

Sebastien Ourselin

Tom Vercauteren

227

736

0

11 Oct 2017

Reconstruction of Hidden Representation for Robust Feature Extraction

Reconstruction of Hidden Representation for Robust Feature Extraction

Tianrui Li

125

27

0

08 Oct 2017

Spinal cord gray matter segmentation using deep dilated convolutions

Spinal cord gray matter segmentation using deep dilated convolutions

Julien Cohen-Adad

118

122

0

02 Oct 2017

Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images

Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images

119

30

0

27 Sep 2017

Convolutional neural networks that teach microscopes how to image

Convolutional neural networks that teach microscopes how to image

Richard Y. Chen

201

60

0

21 Sep 2017

An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR
Image Segmentation

An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation

Christian F. Baumgartner

Marc Pollefeys

149

261

0

13 Sep 2017

NiftyNet: a deep-learning platform for medical imaging

NiftyNet: a deep-learning platform for medical imaging

Carole Sudre

...

Sébastien Ourselin

M. Jorge Cardoso

Tom Vercauteren

217

556

0

11 Sep 2017

Convolutional Neural Networks: Ensemble Modeling, Fine-Tuning and
Unsupervised Semantic Localization for Intraoperative CLE Images

Convolutional Neural Networks: Ensemble Modeling, Fine-Tuning and Unsupervised Semantic Localization for Intraoperative CLE Images

Mohammadhassan Izadyyazdanabadi

174

32

0

10 Sep 2017

Machine learning methods for histopathological image analysis

Machine learning methods for histopathological image analysis

199

775

0

04 Sep 2017

Automatic Myocardial Segmentation by Using A Deep Learning Network in
Cardiac MRI

Automatic Myocardial Segmentation by Using A Deep Learning Network in Cardiac MRI

F. D. Colavecchia

68

22

0

24 Aug 2017

Fast, Simple Calcium Imaging Segmentation with Fully Convolutional
Networks

Fast, Simple Calcium Imaging Segmentation with Fully Convolutional Networks

Aleksander Klibisz

Matthew R. Eicholtz

Stanislav S Zakharenko

142

40

0

19 Jul 2017

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image
Segmentation

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation

Guotai Wang

Maria A. Zuluaga

...

Sebastien Ourselin

Tom Vercauteren

228

449

0

03 Jul 2017

Fast and accurate classification of echocardiograms using deep learning

Fast and accurate classification of echocardiograms using deep learning

122

24

0

27 Jun 2017

Automatic Emphysema Detection using Weakly Labeled HRCT Lung Images

Automatic Emphysema Detection using Weakly Labeled HRCT Lung ImagesPLoS ONE (PLOS ONE), 2017

Isabel Pino Peña

Veronika Cheplygina

Marleen de Bruijne

93

26

0

07 Jun 2017

EvaluationNet: Can Human Skill be Evaluated by Deep Networks?

EvaluationNet: Can Human Skill be Evaluated by Deep Networks?

85

6

0

31 May 2017

Abnormality Detection and Localization in Chest X-Rays using Deep
Convolutional Neural Networks

Abnormality Detection and Localization in Chest X-Rays using Deep Convolutional Neural Networks

204

196

0

27 May 2017

Anatomically Constrained Neural Networks (ACNN): Application to Cardiac
Image Enhancement and Segmentation

Anatomically Constrained Neural Networks (ACNN): Application to Cardiac Image Enhancement and Segmentation

Konstantinos Kamnitsas

...

Daniel Rueckert

197

698

0

22 May 2017

Incremental Learning Through Deep Adaptation

Incremental Learning Through Deep Adaptation

John K. Tsotsos

299

302

0

11 May 2017

Context-aware stacked convolutional neural networks for classification
of breast carcinomas in whole-slide histopathology images

Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images

Bram van Ginneken

N. Karssemeijer

Jeroen van der Laak

225

169

0

10 May 2017

Automatic Liver Lesion Segmentation Using A Deep Convolutional Neural
Network Method

Automatic Liver Lesion Segmentation Using A Deep Convolutional Neural Network Method

185

174

0

24 Apr 2017

A 3D fully convolutional neural network and a random walker to segment
the esophagus in CT

A 3D fully convolutional neural network and a random walker to segment the esophagus in CT

Ismail Ben Ayed

Christian Desrosiers

Jose Dolz

103

4

0

21 Apr 2017

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