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Adversarial Synthesis Learning Enables Segmentation Without Target
  Modality Ground Truth

Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth

20 December 2017
Yuankai Huo
Zhoubing Xu
Shunxing Bao
A. Assad
R. Abramson
Bennett A. Landman
    GAN
    MedIm
ArXivPDFHTML

Papers citing "Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth"

30 / 30 papers shown
Title
ResNCT: A Deep Learning Model for the Synthesis of Nephrographic Phase
  Images in CT Urography
ResNCT: A Deep Learning Model for the Synthesis of Nephrographic Phase Images in CT Urography
Syed Jamal Safdar Gardezi
Lucas Aronson
Peter Wawrzyn
Hongkun Yu
E. J. Abel
...
Joshua Warner
G. Toia
Lu Mao
Pallavi Tiwari
Andrew L. Wentland
MedIm
41
0
0
07 May 2024
MS-MT: Multi-Scale Mean Teacher with Contrastive Unpaired Translation
  for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation
MS-MT: Multi-Scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation
Ziyuan Zhao
Kaixin Xu
Huai Zhe Yeo
Xulei Yang
Cuntai Guan
35
5
0
28 Mar 2023
Spatio-Temporal driven Attention Graph Neural Network with Block
  Adjacency matrix (STAG-NN-BA)
Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA)
U. Nazir
W. Islam
M. Taj
40
3
0
25 Mar 2023
From fat droplets to floating forests: cross-domain transfer learning
  using a PatchGAN-based segmentation model
From fat droplets to floating forests: cross-domain transfer learning using a PatchGAN-based segmentation model
K. Mantha
Ramanakumar Sankar
Yu-Bang Zheng
Lucy Fortson
T. Pengo
...
L. Trouille
Jarrett E. K. Byrnes
I. Rosenthal
H. Houskeeper
K. Cavanaugh
73
3
0
08 Nov 2022
Unsupervised Model Adaptation for Source-free Segmentation of Medical
  Images
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images
Serban Stan
Mohammad Rostami
OOD
43
10
0
02 Nov 2022
Contrastive Image Synthesis and Self-supervised Feature Adaptation for
  Cross-Modality Biomedical Image Segmentation
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image Segmentation
Xinrong Hu
Corey Wang
Yiyu Shi
MedIm
48
1
0
27 Jul 2022
CS$^2$: A Controllable and Simultaneous Synthesizer of Images and
  Annotations with Minimal Human Intervention
CS2^22: A Controllable and Simultaneous Synthesizer of Images and Annotations with Minimal Human Intervention
Xiaodan Xing
Jiahao Huang
Yang Nan
Yinzhe Wu
Chengjia Wang
Zhifan Gao
Simon Walsh
Guang Yang
DiffM
MedIm
36
7
0
20 Jun 2022
Producing Histopathology Phantom Images using Generative Adversarial
  Networks to improve Tumor Detection
Producing Histopathology Phantom Images using Generative Adversarial Networks to improve Tumor Detection
Vidit Gautam
GAN
MedIm
25
1
0
21 May 2022
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation
  GAN
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN
Leander Lauenburg
Zudi Lin
Ruihan Zhang
Márcia dos Santos
Siyu Huang
Ignacio Arganda-Carreras
E. Boyden
Hanspeter Pfister
D. Wei
GAN
MedIm
25
5
0
06 Apr 2022
Realistic Endoscopic Image Generation Method Using Virtual-to-real
  Image-domain Translation
Realistic Endoscopic Image Generation Method Using Virtual-to-real Image-domain Translation
M. Oda
Kiyohito Tanaka
H. Takabatake
M. Mori
H. Natori
K. Mori
MedIm
19
18
0
13 Jan 2022
Unsupervised Cross-Modality Domain Adaptation for Segmenting Vestibular
  Schwannoma and Cochlea with Data Augmentation and Model Ensemble
Unsupervised Cross-Modality Domain Adaptation for Segmenting Vestibular Schwannoma and Cochlea with Data Augmentation and Model Ensemble
Hao Li
Dewei Hu
Qibang Zhu
Kathleen E. Larson
Huahong Zhang
I. Oguz
OOD
40
7
0
24 Sep 2021
Random Multi-Channel Image Synthesis for Multiplexed Immunofluorescence
  Imaging
Random Multi-Channel Image Synthesis for Multiplexed Immunofluorescence Imaging
Shunxing Bao
Yucheng Tang
Ho Hin Lee
Riqiang Gao
S. Chiron
...
Lori A. Coburn
K. Wilson
Joseph T. Roland
Bennett A. Landman
Yuankai Huo
35
5
0
18 Sep 2021
Source-Free Domain Adaptation for Image Segmentation
Source-Free Domain Adaptation for Image Segmentation
M. Bateson
H. Kervadec
Jose Dolz
H. Lombaert
Ismail Ben Ayed
OOD
MedIm
134
65
0
06 Aug 2021
Synth-by-Reg (SbR): Contrastive learning for synthesis-based
  registration of paired images
Synth-by-Reg (SbR): Contrastive learning for synthesis-based registration of paired images
Adrià Casamitjana
M. Mancini
Juan Eugenio Iglesias
MedIm
24
14
0
30 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
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
29
1
0
04 Jun 2021
Segmentation-Renormalized Deep Feature Modulation for Unpaired Image
  Harmonization
Segmentation-Renormalized Deep Feature Modulation for Unpaired Image Harmonization
Mengwei Ren
Neel Dey
J. Fishbaugh
Guido Gerig
MedIm
105
38
0
11 Feb 2021
Medical Image Segmentation Using Deep Learning: A Survey
Medical Image Segmentation Using Deep Learning: A Survey
Risheng Wang
Tao Lei
Xiaogang Du
Yong Wan
Hongying Meng
A. Nandi
SSeg
OOD
38
544
0
28 Sep 2020
Multi-Domain Image Completion for Random Missing Input Data
Multi-Domain Image Completion for Random Missing Input Data
Liyue Shen
Wentao Zhu
Xiaosong Wang
Lei Xing
John M. Pauly
...
Thomas Sanford
Sherif Mehralivand
Peter L. Choyke
Bradford J. Wood
Daguang Xu
MedIm
18
69
0
10 Jul 2020
Deep Semantic Segmentation of Natural and Medical Images: A Review
Deep Semantic Segmentation of Natural and Medical Images: A Review
Saeid Asgari Taghanaki
Kumar Abhishek
Joseph Paul Cohen
Julien Cohen-Adad
Ghassan Hamarneh
SSeg
VLM
45
668
0
16 Oct 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
38
752
0
27 Aug 2019
Unified Attentional Generative Adversarial Network for Brain Tumor
  Segmentation From Multimodal Unpaired Images
Unified Attentional Generative Adversarial Network for Brain Tumor Segmentation From Multimodal Unpaired Images
Wenguang Yuan
Jia Wei
Jiabing Wang
Qianli Ma
Tolga Tasdizen
MedIm
30
18
0
08 Jul 2019
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain
  Adaptation for Medical Image Segmentation
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation
Cheng Chen
Qi Dou
Hao Chen
J. Qin
Pheng-Ann Heng
OOD
17
308
0
24 Jan 2019
Evaluating the Impact of Intensity Normalization on MR Image Synthesis
Evaluating the Impact of Intensity Normalization on MR Image Synthesis
Jacob C. Reinhold
Blake E. Dewey
A. Carass
Jerry L. Prince
MedIm
23
158
0
11 Dec 2018
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth
Yuankai Huo
Zhoubing Xu
Hyeonsoo Moon
Shunxing Bao
A. Assad
T. Moyo
M. Savona
R. Abramson
Bennett A. Landman
MedIm
40
225
0
15 Oct 2018
Generative Adversarial Network in Medical Imaging: A Review
Generative Adversarial Network in Medical Imaging: A Review
Xin Yi
Ekta Walia
P. Babyn
GAN
MedIm
36
1,373
0
19 Sep 2018
Unsupervised learning for cross-domain medical image synthesis using
  deformation invariant cycle consistency networks
Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks
Chengjia Wang
G. Macnaught
G. Papanastasiou
Tom J. MacGillivray
D. Newby
MedIm
GAN
OOD
13
31
0
12 Aug 2018
Cross-modality image synthesis from unpaired data using CycleGAN:
  Effects of gradient consistency loss and training data size
Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size
Yuta Hiasa
Y. Otake
Masaki Takao
Takumi Matsuoka
K. Takashima
Jerry L. Prince
Nobuhiko Sugano
Yoshinobu Sato
GAN
MedIm
22
196
0
18 Mar 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and
  Shape-Consistency Generative Adversarial Network
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network
Zizhao Zhang
Ling Yang
Yefeng Zheng
MedIm
50
378
0
27 Feb 2018
Three Dimensional Fluorescence Microscopy Image Synthesis and
  Segmentation
Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation
Chichen Fu
Soonam Lee
D. J. Ho
Shuo Han
P. Salama
K. Dunn
Edward J. Delp
3DV
MedIm
14
63
0
22 Jan 2018
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