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Generative Adversarial Network in Medical Imaging: A Review

Generative Adversarial Network in Medical Imaging: A Review

19 September 2018
Xin Yi
Ekta Walia
P. Babyn
    GAN
    MedIm
ArXivPDFHTML

Papers citing "Generative Adversarial Network in Medical Imaging: A Review"

42 / 92 papers shown
Title
Self-supervised Multi-scale Consistency for Weakly Supervised
  Segmentation Learning
Self-supervised Multi-scale Consistency for Weakly Supervised Segmentation Learning
Gabriele Valvano
Andrea Leo
Sotirios A. Tsaftaris
23
5
0
26 Aug 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A
  Survey
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey
S. Niyas
S. Pawan
Anand Kumar
Jeny Rajan
MedIm
33
83
0
19 Aug 2021
Mutually improved endoscopic image synthesis and landmark detection in
  unpaired image-to-image translation
Mutually improved endoscopic image synthesis and landmark detection in unpaired image-to-image translation
Lalith Sharan
Gabriele Romano
Sven Koehler
Halvar Kelm
M. Karck
R. de Simone
Sandy Engelhardt
MedIm
32
28
0
14 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image
  synthesis
ResViT: Residual vision transformers for multi-modal medical image synthesis
Onat Dalmaz
Mahmut Yurt
Tolga Çukur
ViT
MedIm
32
338
0
30 Jun 2021
Uncertainty-Guided Progressive GANs for Medical Image Translation
Uncertainty-Guided Progressive GANs for Medical Image Translation
Uddeshya Upadhyay
Yanbei Chen
Tobias Hepp
S. Gatidis
Zeynep Akata
MedIm
12
25
0
29 Jun 2021
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric
  Inter-Label Relations For COVID Image Analysis
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis
Dwarikanath Mahapatra
Ankur Singh
16
8
0
15 Jun 2021
CNNs and GANs in MRI-based cross-modality medical image estimation
CNNs and GANs in MRI-based cross-modality medical image estimation
Azin Shokraei Fard
David Reutens
Viktor Vegh
GAN
MedIm
18
1
0
04 Jun 2021
Decoupling Shape and Density for Liver Lesion Synthesis Using
  Conditional Generative Adversarial Networks
Decoupling Shape and Density for Liver Lesion Synthesis Using Conditional Generative Adversarial Networks
Dario Augusto Borges Oliveira
GAN
MedIm
11
0
0
01 Jun 2021
An overview of deep learning techniques for epileptic seizures detection
  and prediction based on neuroimaging modalities: Methods, challenges, and
  future works
An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works
A. Shoeibi
Parisa Moridian
Marjane Khodatars
Navid Ghassemi
M. Jafari
...
Juan M Gorriz
Javier Ramírez
Abbas Khosravi
S. Nahavandi
U. Acharya
18
49
0
29 May 2021
Recent advances and clinical applications of deep learning in medical
  image analysis
Recent advances and clinical applications of deep learning in medical image analysis
Xuxin Chen
Ximing Wang
Kecheng Zhang
K. Fung
T. Thai
K. Moore
Robert S. Mannel
Hong Liu
B. Zheng
Y. Qiu
OOD
18
568
0
27 May 2021
Generative Adversarial Networks (GANs) in Networking: A Comprehensive
  Survey & Evaluation
Generative Adversarial Networks (GANs) in Networking: A Comprehensive Survey & Evaluation
Hojjat Navidan
P. Moshiri
M. Nabati
Reza Shahbazian
S. Ghorashi
V. Shah-Mansouri
David Windridge
13
83
0
10 May 2021
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data
Damien Dablain
Bartosz Krawczyk
Nitesh V. Chawla
19
257
0
05 May 2021
METGAN: Generative Tumour Inpainting and Modality Synthesis in Light
  Sheet Microscopy
METGAN: Generative Tumour Inpainting and Modality Synthesis in Light Sheet Microscopy
Izabela Horvath
Johannes C. Paetzold
Oliver Schoppe
Rami Al-Maskari
Ivan Ezhov
Suprosanna Shit
Hongwei Bran Li
Ali Ertuerk
Bjoern H. Menze
MedIm
29
9
0
22 Apr 2021
Deep Learning for Chest X-ray Analysis: A Survey
Deep Learning for Chest X-ray Analysis: A Survey
Ecem Sogancioglu
E. Çallı
Bram van Ginneken
K. G. V. Leeuwen
K. Murphy
LM&MA
13
313
0
15 Mar 2021
Deep Generative Modelling: A Comparative Review of VAEs, GANs,
  Normalizing Flows, Energy-Based and Autoregressive Models
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models
Sam Bond-Taylor
Adam Leach
Yang Long
Chris G. Willcocks
VLM
TPM
36
477
0
08 Mar 2021
An overview of artificial intelligence techniques for diagnosis of
  Schizophrenia based on magnetic resonance imaging modalities: Methods,
  challenges, and future works
An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future works
Delaram Sadeghi
A. Shoeibi
Navid Ghassemi
Parisa Moridian
Ali Khadem
...
Juan M Gorriz
F. Khozeimeh
Yu-Dong Zhang
S. Nahavandi
U. Acharya
17
105
0
24 Feb 2021
U-Net and its variants for medical image segmentation: theory and
  applications
U-Net and its variants for medical image segmentation: theory and applications
N. Siddique
Sidike Paheding
Colin P. Elkin
Vijay Devabhaktuni
SSeg
13
1,040
0
02 Nov 2020
Using Conditional Generative Adversarial Networks to Reduce the Effects
  of Latency in Robotic Telesurgery
Using Conditional Generative Adversarial Networks to Reduce the Effects of Latency in Robotic Telesurgery
Neil Sachdeva
Misha Klopukh
Rachel St. Clair
W. Hahn
GAN
MedIm
11
17
0
07 Oct 2020
A review of deep learning in medical imaging: Imaging traits, technology
  trends, case studies with progress highlights, and future promises
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises
S. Kevin Zhou
H. Greenspan
Christos Davatzikos
James S. Duncan
Bram van Ginneken
A. Madabhushi
Jerry L. Prince
Daniel Rueckert
Ronald M. Summers
38
623
0
02 Aug 2020
XCAT-GAN for Synthesizing 3D Consistent Labeled Cardiac MR Images on
  Anatomically Variable XCAT Phantoms
XCAT-GAN for Synthesizing 3D Consistent Labeled Cardiac MR Images on Anatomically Variable XCAT Phantoms
S. Amirrajab
Samaneh Abbasi-Sureshjani
Yasmina Alkhalil
C. Lorenz
J. Weese
J. Pluim
M. Breeuwer
MedIm
66
25
0
27 Jul 2020
Training Generative Adversarial Networks with Limited Data
Training Generative Adversarial Networks with Limited Data
Tero Karras
M. Aittala
Janne Hellsten
S. Laine
J. Lehtinen
Timo Aila
GAN
19
1,852
0
11 Jun 2020
Synthetic Observational Health Data with GANs: from slow adoption to a
  boom in medical research and ultimately digital twins?
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins?
Jeremy Georges-Filteau
Elisa Cirillo
SyDa
AI4CE
28
17
0
27 May 2020
Regularization Methods for Generative Adversarial Networks: An Overview
  of Recent Studies
Regularization Methods for Generative Adversarial Networks: An Overview of Recent Studies
Minhyeok Lee
Junhee Seok
GAN
12
25
0
19 May 2020
On Leveraging Pretrained GANs for Generation with Limited Data
On Leveraging Pretrained GANs for Generation with Limited Data
Miaoyun Zhao
Yulai Cong
Lawrence Carin
18
21
0
26 Feb 2020
Hi-Net: Hybrid-fusion Network for Multi-modal MR Image Synthesis
Hi-Net: Hybrid-fusion Network for Multi-modal MR Image Synthesis
Tao Zhou
H. Fu
Geng Chen
Jianbing Shen
Ling Shao
MedIm
11
258
0
11 Feb 2020
Disentanglement based Active Learning
Disentanglement based Active Learning
S. SilpaV
K. Adarsh
S. Sumitra
DRL
13
0
0
15 Dec 2019
Artificial Intelligence-Based Image Classification for Diagnosis of Skin
  Cancer: Challenges and Opportunities
Artificial Intelligence-Based Image Classification for Diagnosis of Skin Cancer: Challenges and Opportunities
Manu Goyal
T. Knackstedt
Shaofeng Yan
Saeed Hassanpour
20
110
0
26 Nov 2019
Projection-to-Projection Translation for Hybrid X-ray and Magnetic
  Resonance Imaging
Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging
Bernhard Stimpel
Christopher Syben
Tobias Würfl
Katharina Breininger
P. Hoelter
Arnd Dörfler
Andreas K. Maier
MedIm
17
9
0
19 Nov 2019
Synthetic Data for Deep Learning
Synthetic Data for Deep Learning
Sergey I. Nikolenko
36
348
0
25 Sep 2019
mustGAN: Multi-Stream Generative Adversarial Networks for MR Image
  Synthesis
mustGAN: Multi-Stream Generative Adversarial Networks for MR Image Synthesis
Mahmut Yurt
S. Dar
Aykut Erdem
Erkut Erdem
Tolga Çukur
MedIm
25
142
0
25 Sep 2019
A Transfer Learning Approach for Automated Segmentation of Prostate
  Whole Gland and Transition Zone in Diffusion Weighted MRI
A Transfer Learning Approach for Automated Segmentation of Prostate Whole Gland and Transition Zone in Diffusion Weighted MRI
Saman Motamed
Isha Gujrathi
D. Deniffel
Anton Oentoro
M. Haider
Farzad Khalvati
MedIm
9
9
0
20 Sep 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for
  Medical Image Segmentation
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation
Nima Tajbakhsh
Laura Jeyaseelan
Q. Li
J. Chiang
Zhihao Wu
Xiaowei Ding
9
750
0
27 Aug 2019
Scalable Modeling of Spatiotemporal Data using the Variational
  Autoencoder: an Application in Glaucoma
Scalable Modeling of Spatiotemporal Data using the Variational Autoencoder: an Application in Glaucoma
S. Berchuck
Felipe A. Medeiros
S. Mukherjee
BDL
13
3
0
24 Aug 2019
Unsupervised Medical Image Translation Using Cycle-MedGAN
Unsupervised Medical Image Translation Using Cycle-MedGAN
Karim Armanious
Chenming Jiang
Sherif Abdulatif
Thomas Kustner
S. Gatidis
Bin Yang
MedIm
6
113
0
08 Mar 2019
Adversarial training with cycle consistency for unsupervised
  super-resolution in endomicroscopy
Adversarial training with cycle consistency for unsupervised super-resolution in endomicroscopy
D. Ravì
A. Szczotka
Stephen P. Pereira
Tom Kamiel Magda Vercauteren
SupR
MedIm
27
49
0
21 Jan 2019
CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning
CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning
Yisroel Mirsky
Tom Mahler
I. Shelef
Yuval Elovici
MedIm
22
193
0
11 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
264
10,344
0
12 Dec 2018
MedGAN: Medical Image Translation using GANs
MedGAN: Medical Image Translation using GANs
Karim Armanious
Chenming Yang
Marc Fischer
Thomas Kustner
K. Nikolaou
S. Gatidis
Bin Yang
GAN
MedIm
14
536
0
17 Jun 2018
CT-Realistic Lung Nodule Simulation from 3D Conditional Generative
  Adversarial Networks for Robust Lung Segmentation
CT-Realistic Lung Nodule Simulation from 3D Conditional Generative Adversarial Networks for Robust Lung Segmentation
D. Jin
Ziyue Xu
Youbao Tang
Adam P. Harrison
D. Mollura
MedIm
44
185
0
11 Jun 2018
Structure-sensitive Multi-scale Deep Neural Network for Low-Dose CT
  Denoising
Structure-sensitive Multi-scale Deep Neural Network for Low-Dose CT Denoising
Chenyu You
Qingsong Yang
Hongming Shan
L. Gjesteby
Guang Li
...
Zhuiyang Zhang
Zhen Zhao
Yi Zhang
W. Cong
Ge Wang
MedIm
62
206
0
02 May 2018
A Survey on Deep Learning in Medical Image Analysis
A Survey on Deep Learning in Medical Image Analysis
G. Litjens
Thijs Kooi
B. Bejnordi
A. Setio
F. Ciompi
Mohsen Ghafoorian
Jeroen van der Laak
Bram van Ginneken
C. I. Sánchez
OOD
278
10,608
0
19 Feb 2017
Conditional Image Synthesis With Auxiliary Classifier GANs
Conditional Image Synthesis With Auxiliary Classifier GANs
Augustus Odena
C. Olah
Jonathon Shlens
GAN
224
3,190
0
30 Oct 2016
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