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Anatomical structures such as blood vessels in contrast-enhanced CT (ceCT) images can be challenging to segment due to the variability in contrast medium diffusion.
The Cancer Imaging Archive (TCIA): maintaining and operating a public information repository
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Generative Adversarial Nets
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Data from CT-COLONOGRAPHY - The Cancer Imaging Archive, 2015
K Smith, K Clark, W Bennett, et al · 2015
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Deep residual learning for image recognition
K He, X Zhang, S Ren, et al · 2016
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SimpleElastix: A user-friendly, multi-lingual library for medical image registration
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Data from Pancreas-CT - The Cancer Imaging Archive, 2016
H R Roth, A Farag, E B Turkbey, et al · 2016
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Wasserstein GAN
M Arjovsky, S Chintala, and L Bottou · 2017
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Unsupervised image-to-image translation networks
M Y Liu, T Breuel, and J Kautz · 2017
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Conditional image synthesis with auxiliary classifier GANs
A Odena, C Olah, and J Shlens · 2017
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Unpaired image-to-image translation using cycle-consistent adversarial networks
J Y Zhu, T Park, P Isola, et al · 2017
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PairedCycleGAN: Asymmetric style transfer for applying and removing makeup
H Chang, J Lu, F Yu, et al · 2018
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Synthesizing missing PET from MRI with cycle-consistent generative adversarial networks for Alzheimer’s disease diagnosis
Y Pan, M Liu, C Lian, et al · 2018
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Unsupervised body part regression via spatially self-ordering convolutional neural networks
K Yan, L Lu, and R Summers · 2018
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ESTHER: Extremely Simple Image Translation Through Self-Regularization
C Yang, T Kim, R Wang, et al · 2018
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Unsupervised medical image translation using cycle-medgan
K Armanious, C Jiang, S Abdulatif, et al · 2019
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Image synthesis in multi-contrast MRI with conditional generative adversarial networks
S UH Dar, M Yurt, L Karacan, et al · 2019
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Attention branch network: Learning of attention mechanism for visual explanation
A U-Net based discriminator for generative adversarial networks
E Schonfeld, B Schiele, and A Khoreva · 2020
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Non-contrast CT liver segmentation using CycleGAN data augmentation from contrast enhanced CT
C Song, B He, H Chen, et al · 2020
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Unsupervised MR-to-CT synthesis using structure-constrained CycleGAN
H Yang, J Sun, An Carass, et al · 2020
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Cross-domain medical image translation by shared latent Gaussian mixture model
Y Zhu, Y Tang, Y Tang, et al · 2020
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Diverse data augmentation for learning image segmentation with cross-modality annotations
X Chen, C Lian, L Wang, et al · 2021
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nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation
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H Fukui, T Hirakawa, T Yamashita, and H Fujiyoshi · 2019
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Unpaired MR to CT synthesis with explicit structural constrained adversarial learning
Y Ge, D Wei, Z Xue, et al · 2019
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Data augmentation using generative adversarial networks (CycleGAN) to improve generalizability in CT segmentation tasks
V Sandfort, K Yan, P Pickhardt, et al · 2019
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Generative adversarial network in medical imaging: A review
X Yi, E Walia, and P Babyn · 2019
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U-GAT-IT: Unsupervised generative attentional networks with adaptive layer-instance normalization for image-to-image translation
J Kim, M Kim, H Kang, et al · 2020
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Kernel of CycleGAN as a principle homogeneous space
N Moriakov, J Adler, and J Teuwen · 2020
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F Isensee, P Jaeger, S Kohl, et al · 2021
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TransGAN: Two pure transformers can make one strong GAN, and that can scale up
Yifan Jiang, Shiyu Chang, and Zhangyang Wang · 2021
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Generative adversarial network (GAN): a general review on different variants of GAN and applications
S Karthika and M Durgadevi · 2021
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Neural contrast enhancement of CT image
M Seo, D Kim, K Lee, et al · 2021
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ResViT: Residual vision transformers for multi-modal medical image synthesis
Onat Dalmaz, Mahmut Yurt, and Tolga Cukur · 2022
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InstaFormer: Instance-aware image-to-image translation with transformer
S Kim, Baek, Park J, et al · 2022
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