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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
G. Litjens
Thijs Kooi
B. Bejnordi
A. Setio
F. Ciompi
Mohsen Ghafoorian
Jeroen van der Laak
Bram van Ginneken
C. I. Sánchez
    OOD
ArXiv (abs)PDFHTML

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

50 / 1,708 papers shown
Evolving the pulmonary nodules diagnosis from classical approaches to
  deep learning aided decision support: three decades development course and
  future prospect
Evolving the pulmonary nodules diagnosis from classical approaches to deep learning aided decision support: three decades development course and future prospect
Bo Liu
Wenhao Chi
Xinran Li
Peng Li
W. Liang
Haiping Liu
Wei Wang
Jianxing He
204
75
0
23 Jan 2019
A Large-scale Multimodal Study for Predicting Mortality Risk Using Minimal and Low Parameter Models and Separable Risk Assessment
A Large-scale Multimodal Study for Predicting Mortality Risk Using Minimal and Low Parameter Models and Separable Risk Assessment
Alvaro E. Ulloa Cerna
Marios S. Pattichis
David P. vanMaanen
Linyuan Jing
Aalpen A. Patel
Joshua V. Stough
C. Haggerty
Brandon K. Fornwalt
53
7
0
23 Jan 2019
Reducing the Model Variance of a Rectal Cancer Segmentation Network
Reducing the Model Variance of a Rectal Cancer Segmentation Network
Joohyun Lee
J. Oh
Min Ju Kim
B. Hur
D. Sohn
198
16
0
22 Jan 2019
Prior Information Guided Regularized Deep Learning for Cell Nucleus
  Detection
Prior Information Guided Regularized Deep Learning for Cell Nucleus Detection
M. Tofighi
Tiantong Guo
Jairam K. P. Vanamala
V. Monga
100
39
0
21 Jan 2019
Visualized Insights into the Optimization Landscape of Fully
  Convolutional Networks
Visualized Insights into the Optimization Landscape of Fully Convolutional Networks
Jianjie Lu
K. Tong
229
12
0
20 Jan 2019
Truly Generalizable Radiograph Segmentation with Conditional Domain
  Adaptation
Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation
Hugo Oliveira
E. Ferreira
J. A. dos Santos
MedIm
254
15
0
16 Jan 2019
Interpretable machine learning: definitions, methods, and applications
Interpretable machine learning: definitions, methods, and applications
W. James Murdoch
Chandan Singh
Karl Kumbier
R. Abbasi-Asl
Bin Yu
XAIHAI
404
1,640
0
14 Jan 2019
Assessment of central serous chorioretinopathy (CSC) depicted on color
  fundus photographs using deep Learning
Assessment of central serous chorioretinopathy (CSC) depicted on color fundus photographs using deep Learning
Yi Zhen
Hang Chen
Xu Zhang
Meng Liu
Xin Meng
Jian Zhang
J. Pu
79
16
0
14 Jan 2019
Iterative Deep Learning Based Unbiased Stereology With Human-in-the-Loop
Iterative Deep Learning Based Unbiased Stereology With Human-in-the-Loop
Saeed S. Alahmari
Dmitry Goldgof
Lawrence Hall
P. Dave
H. A. Phoulady
P. Mouton
57
17
0
14 Jan 2019
The Liver Tumor Segmentation Benchmark (LiTS)
The Liver Tumor Segmentation Benchmark (LiTS)
Patrick Bilic
P. Christ
Hongwei Bran Li
Eugene Vorontsov
Avi Ben-Cohen
...
L. Soler
Bram van Ginneken
H. Greenspan
Leo Joskowicz
Bjoern Menze
580
1,280
0
13 Jan 2019
Deep-learning-based identification of odontogenic keratocysts in
  hematoxylin- and eosin-stained jaw cyst specimens
Deep-learning-based identification of odontogenic keratocysts in hematoxylin- and eosin-stained jaw cyst specimens
K. Sakamoto
Kei-ichi Morita
Tohru Ikeda
Kou Kayamori
MedIm
47
5
0
12 Jan 2019
Multi-Level Batch Normalization In Deep Networks For Invasive Ductal
  Carcinoma Cell Discrimination In Histopathology Images
Multi-Level Batch Normalization In Deep Networks For Invasive Ductal Carcinoma Cell Discrimination In Histopathology Images
Francisco Perdigon Romero
A. Tang
Samuel Kadoury
74
24
0
11 Jan 2019
Deep Learning for Anomaly Detection: A Survey
Deep Learning for Anomaly Detection: A Survey
Raghavendra Chalapathy
Sanjay Chawla
AI4TS
665
1,682
0
10 Jan 2019
Healthy versus pathological learning transferability in shoulder muscle
  MRI segmentation using deep convolutional encoder-decoders
Healthy versus pathological learning transferability in shoulder muscle MRI segmentation using deep convolutional encoder-decoders
Pierre-Henri Conze
S. Brochard
Valérie Burdin
F. Sheehan
C. Pons
MedIm
196
53
0
06 Jan 2019
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation
Shusil Dangi
Cristian A. Linte
Z. Yaniv
188
72
0
04 Jan 2019
A Noise-Sensitivity-Analysis-Based Test Prioritization Technique for
  Deep Neural Networks
A Noise-Sensitivity-Analysis-Based Test Prioritization Technique for Deep Neural Networks
Long Zhang
Xuechao Sun
Yong Li
Ying Tai
AAML
152
24
0
01 Jan 2019
Monte-Carlo Sampling applied to Multiple Instance Learning for
  Histological Image Classification
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification
Marc Combalia
João Paulo Papa
160
96
0
30 Dec 2018
Drug cell line interaction prediction
Drug cell line interaction prediction
Pengfei Liu
172
127
0
28 Dec 2018
Adversarial Attack and Defense on Graph Data: A Survey
Adversarial Attack and Defense on Graph Data: A Survey
Lichao Sun
Yingtong Dou
Carl Yang
Ji Wang
Yixin Liu
Philip S. Yu
Lifang He
Yangqiu Song
GNNAAML
426
351
0
26 Dec 2018
Holistic Decomposition Convolution for Effective Semantic Segmentation
  of 3D MR Images
Holistic Decomposition Convolution for Effective Semantic Segmentation of 3D MR Images
G. Zeng
Guoyan Zheng
111
3
0
24 Dec 2018
AVRA: Automatic Visual Ratings of Atrophy from MRI images using
  Recurrent Convolutional Neural Networks
AVRA: Automatic Visual Ratings of Atrophy from MRI images using Recurrent Convolutional Neural Networks
G. Mårtensson
D. Ferreira
L. Cavallin
J.-Sebastian Muehlboeck
L. Wahlund
Chunliang Wang
E. Westman
250
22
0
23 Dec 2018
Computational Anatomy for Multi-Organ Analysis in Medical Imaging: A
  Review
Computational Anatomy for Multi-Organ Analysis in Medical Imaging: A Review
Juan J. Cerrolaza
M. L. Picazo
L. Humbert
Yoshinobu Sato
Daniel Rueckert
M. A. G. Ballester
M. Linguraru
AI4CE
186
77
0
20 Dec 2018
A Tour of Unsupervised Deep Learning for Medical Image Analysis
A Tour of Unsupervised Deep Learning for Medical Image Analysis
Khalid Raza
N. Singh
OODMedIm
146
126
0
19 Dec 2018
Fast and Accurate 3D Medical Image Segmentation with Data-swapping
  Method
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method
Haruki Imai
Samuel Matzek
Tung D. Le
Yasushi Negishi
K. Kawachiya
MedIm
165
10
0
19 Dec 2018
Boundary loss for highly unbalanced segmentation
Boundary loss for highly unbalanced segmentation
H. Kervadec
Jihene Bouchtiba
Christian Desrosiers
Mohammadhadi Shateri
Jose Dolz
Ismail Ben Ayed
455
603
0
17 Dec 2018
TOP-GAN: Label-Free Cancer Cell Classification Using Deep Learning with
  a Small Training Set
TOP-GAN: Label-Free Cancer Cell Classification Using Deep Learning with a Small Training Set
Moran Rubin
Omer Stein
N. Turko
Y. Nygate
Darina Roitshtain
Lidor Karako
I. Barnea
Raja Giryes
N. Shaked
MedImGAN
115
3
0
17 Dec 2018
Convolutional herbal prescription building method from multi-scale
  facial features
Convolutional herbal prescription building method from multi-scale facial features
Huiqiang Liao
Guihua Wen
Yang Hu
Changjun Wang
CVBMMedIm
133
12
0
17 Dec 2018
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in
  Multi-Tissue Histology Images
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images
S. Graham
Q. Vu
S. Raza
A. Azam
Yee Wah Tsang
J. T. Kwak
Nasir M. Rajpoot
341
1,264
0
16 Dec 2018
Automatic quantification of the LV function and mass: a deep learning
  approach for cardiovascular MRI
Automatic quantification of the LV function and mass: a deep learning approach for cardiovascular MRI
A. Curiale
F. D. Colavecchia
G. Mato
82
36
0
14 Dec 2018
The Coherent Point Drift for Clustered Point Sets
The Coherent Point Drift for Clustered Point Sets
Dmitrii Lachinov
Vadim Turlapov
70
0
0
14 Dec 2018
No Peek: A Survey of private distributed deep learning
No Peek: A Survey of private distributed deep learning
Praneeth Vepakomma
Tristan Swedish
Ramesh Raskar
O. Gupta
Abhimanyu Dubey
SyDaFedML
206
109
0
08 Dec 2018
Automatically Segmenting the Left Atrium from Cardiac Images Using
  Successive 3D U-Nets and a Contour Loss
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss
Shuman Jia
A. Despinasse
Zihao Wang
H. Delingette
Xavier Pennec
P. Jaïs
H. Cochet
Maxime Sermesant
124
48
0
06 Dec 2018
Cerebrovascular Network Segmentation on MRA Images with Deep Learning
Cerebrovascular Network Segmentation on MRA Images with Deep Learning
Pedro Sanches
C. Meyer
Vincent Vigon
B. Naegel
146
59
0
04 Dec 2018
Feasibility of Colon Cancer Detection in Confocal Laser Microscopy
  Images Using Convolution Neural Networks
Feasibility of Colon Cancer Detection in Confocal Laser Microscopy Images Using Convolution Neural Networks
N. Gessert
L. Wittig
D. Drömann
T. Keck
Alexander Schlaefer
D. Ellebrecht
154
9
0
04 Dec 2018
Split learning for health: Distributed deep learning without sharing raw
  patient data
Split learning for health: Distributed deep learning without sharing raw patient data
Praneeth Vepakomma
O. Gupta
Tristan Swedish
Ramesh Raskar
FedML
282
845
0
03 Dec 2018
SUSAN: Segment Unannotated image Structure using Adversarial Network
SUSAN: Segment Unannotated image Structure using Adversarial Network
Fang Liu
GANMedIm
251
63
0
03 Dec 2018
A multi-task deep learning model for the classification of Age-related
  Macular Degeneration
A multi-task deep learning model for the classification of Age-related Macular Degeneration
Qingyu Chen
Yifan Peng
T. Keenan
S. Dharssi
Elvira Agrón
W. Wong
E. Chew
Zhiyong Lu
BDLMedIm
116
51
0
02 Dec 2018
Towards Robust Lung Segmentation in Chest Radiographs with Deep Learning
Towards Robust Lung Segmentation in Chest Radiographs with Deep Learning
Jyoti Islam
Yanqing Zhang
OOD
116
30
0
30 Nov 2018
EV-SegNet: Semantic Segmentation for Event-based Cameras
EV-SegNet: Semantic Segmentation for Event-based Cameras
Inigo Alonso
Ana C. Murillo
225
173
0
29 Nov 2018
Image Reconstruction with Predictive Filter Flow
Image Reconstruction with Predictive Filter Flow
Shu Kong
Charless C. Fowlkes
SupR
203
14
0
28 Nov 2018
An overview of deep learning in medical imaging focusing on MRI
An overview of deep learning in medical imaging focusing on MRIZeitschrift für Medizinische Physik (Z Med Phys), 2018
A. Lundervold
A. Lundervold
OOD
340
1,807
0
25 Nov 2018
Response monitoring of breast cancer on DCE-MRI using convolutional
  neural network-generated seed points and constrained volume growing
Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing
Bas H. M. van der Velden
B. D. de Vos
C. Loo
Hugo J. Kuijf
Ivana Isgum
K. Gilhuijs
121
4
0
22 Nov 2018
Automatic Three-Dimensional Cephalometric Annotation System Using
  Three-Dimensional Convolutional Neural Networks
Automatic Three-Dimensional Cephalometric Annotation System Using Three-Dimensional Convolutional Neural Networks
S. Kang
Kiwan Jeon
Hak-Jin Kim
J. Seo
Sang-Hwy Lee
107
27
0
19 Nov 2018
Not just a matter of semantics: the relationship between visual
  similarity and semantic similarity
Not just a matter of semantics: the relationship between visual similarity and semantic similarity
C. Brust
Joachim Denzler
96
9
0
17 Nov 2018
Unsupervised domain adaptation for medical imaging segmentation with
  self-ensembling
Unsupervised domain adaptation for medical imaging segmentation with self-ensembling
C. Perone
P. Ballester
Rodrigo C. Barros
Julien Cohen-Adad
OOD
339
233
0
14 Nov 2018
Breast Cancer Classification from Histopathological Images with
  Inception Recurrent Residual Convolutional Neural Network
Breast Cancer Classification from Histopathological Images with Inception Recurrent Residual Convolutional Neural Network
Md. Zahangir Alom
C. Yakopcic
T. Taha
V. Asari
111
280
0
10 Nov 2018
Intrinsic Geometric Vulnerability of High-Dimensional Artificial
  Intelligence
Intrinsic Geometric Vulnerability of High-Dimensional Artificial Intelligence
Luca Bortolussi
G. Sanguinetti
AAML
215
4
0
08 Nov 2018
Microscopic Nuclei Classification, Segmentation and Detection with
  improved Deep Convolutional Neural Network (DCNN) Approaches
Microscopic Nuclei Classification, Segmentation and Detection with improved Deep Convolutional Neural Network (DCNN) Approaches
Md. Zahangir Alom
C. Yakopcic
A. Nongaillard
Abdelaziz Bouras
93
22
0
08 Nov 2018
Neural Image Compression for Gigapixel Histopathology Image Analysis
Neural Image Compression for Gigapixel Histopathology Image AnalysisIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018
David Tellez
G. Litjens
Jeroen van der Laak
F. Ciompi
199
232
0
07 Nov 2018
Deep Neural Networks for ECG-free Cardiac Phase and End-Diastolic Frame
  Detection on Coronary Angiographies
Deep Neural Networks for ECG-free Cardiac Phase and End-Diastolic Frame Detection on Coronary Angiographies
Costin Ciusdel
Phi Vu Tran
Andrei Puiu
Lucian Itu
Lucian Calmac
...
Martin Berger
Thomas Redel
Tiziano Passerini
Mehmet Gulsun
Puneet Sharma
MedIm
72
21
0
07 Nov 2018
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