Generative Adversarial Network in Medical Imaging: A Review

19 September 2018

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

47 / 47 papers shown

Title
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning Edwin Tay Nazli Tümer Amir A. Zadpoor MedIm 133 0 0 27 Mar 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 55 0 0 03 Jan 2025
Artificial Intelligence in Pediatric Echocardiography: Exploring Challenges, Opportunities, and Clinical Applications with Explainable AI and Federated Learning M. Y. Jabarulla T. Uden Thomas Jack P. Beerbaum S. Oeltze-jafra 52 1 0 15 Nov 2024
SIMPLE: Simultaneous Multi-Plane Self-Supervised Learning for Isotropic MRI Restoration from Anisotropic Data Rotem Benisty Yevgenia Shteynman Moshe Porat Anat Illivitzki Moti Freiman 56 0 0 23 Aug 2024
Masked Autoencoders are Robust Data Augmentors Haohang Xu Shuangrui Ding Xiaopeng Zhang H. Xiong 67 27 0 10 Jun 2022
No Surprises: Training Robust Lung Nodule Detection for Low-Dose CT Scans by Augmenting with Adversarial Attacks Siqi Liu A. Setio Florin-Cristian Ghesu Eli Gibson Sasa Grbic Bogdan Georgescu Dorin Comaniciu AAML OOD 56 40 0 08 Mar 2020
X2CT-GAN: Reconstructing CT from Biplanar X-Rays with Generative Adversarial Networks Xingde Ying Heng Guo Kai Ma Jian Wu Z. Weng Yefeng Zheng GAN MedIm 38 192 0 16 May 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 75 2,568 0 21 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 496 10,466 0 12 Dec 2018
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Arnab Kumar Mondal Jose Dolz Christian Desrosiers GAN MedIm 59 120 0 29 Oct 2018
Generating Diffusion MRI scalar maps from T1 weighted images using generative adversarial networks Xuan Gu H. Knutsson Markus Nilsson Anders Eklund DiffM MedIm 18 29 0 05 Oct 2018
Generative Adversarial Network for Medical Images (MI-GAN) Talha Iqbal Hazrat Ali GAN MedIm 30 196 0 01 Oct 2018
Unpaired Brain MR-to-CT Synthesis using a Structure-Constrained CycleGAN Heran Yang Jian Sun A. Carass Can Zhao Junghoon Lee Zongben Xu Jerry L. Prince GAN MedIm 33 141 0 12 Sep 2018
Generating Highly Realistic Images of Skin Lesions with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 41 79 0 05 Sep 2018
Denoising of 3-D Magnetic Resonance Images Using a Residual Encoder-Decoder Wasserstein Generative Adversarial Network Maosong Ran Jinrong Hu Yang Chen Hu Chen Huaiqiang Sun Jiliu Zhou Yi Zhang MedIm 40 92 0 12 Aug 2018
Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks Hoo-Chang Shin Neil A. Tenenholtz Jameson K. Rogers C. Schwarz M. Senjem J. Gunter Katherine P. Andriole Mark H. Michalski MedIm 64 538 0 26 Jul 2018
Generative Adversarial Networks for MR-CT Deformable Image Registration C. Tanner Firat Özdemir Romy Profanter Valery Vishnevsky E. Konukoglu Orçun Göksel MedIm OOD GAN 43 55 0 19 Jul 2018
A Large-Scale Study on Regularization and Normalization in GANs Karol Kurach Mario Lucic Xiaohua Zhai Marcin Michalski Sylvain Gelly AI4CE 53 155 0 12 Jul 2018
Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNIT Per Welander Simon Karlsson Anders Eklund GAN MedIm 36 104 0 20 Jun 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 48 545 0 17 Jun 2018
Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran M. Reyes GAN MedIm 67 176 0 14 Jun 2018
Retinal Optic Disc Segmentation using Conditional Generative Adversarial Network V. Singh Hatem A. Rashwan Farhan Akram Nidhi Pandey Md. Mostafa Kamal Sarker Adel Saleh Saddam Abdulwahab Najlaa Maaroof S. Romaní D. Puig GAN MedIm 32 29 0 11 Jun 2018
Deep CT to MR Synthesis using Paired and Unpaired Data Cheng-Bin Jin Hakil Kim Wonmo Jung Seongsu Joo Eunsik Park Young Saem Ahn I. Han Jae-Il Lee X. Cui MedIm 37 193 0 28 May 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 90 1,764 0 24 May 2018
Text to Image Synthesis Using Generative Adversarial Networks Cristian Bodnar GAN 31 34 0 02 May 2018
MelanoGANs: High Resolution Skin Lesion Synthesis with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 43 87 0 12 Apr 2018
Cross-Modality Synthesis from CT to PET using FCN and GAN Networks for Improved Automated Lesion Detection Avi Ben-Cohen Eyal Klang S. Raskin S. Soffer S. Ben-Haim Eli Konen Michal Marianne Amitai H. Greenspan MedIm 24 209 0 21 Feb 2018
Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth Yuankai Huo Zhoubing Xu Shunxing Bao A. Assad R. Abramson Bennett A. Landman GAN MedIm 44 143 0 20 Dec 2017
Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial Networks Yuankai Huo Zhoubing Xu Shunxing Bao Camilo Bermudez A. Plassard Jiaqi Liu Yuang Yao A. Assad R. Abramson Bennett A. Landman MedIm 34 49 0 02 Dec 2017
Generative Adversarial Networks: An Overview Antonia Creswell Tom White Vincent Dumoulin Kai Arulkumaran B. Sengupta Anil A Bharath GAN 84 3,005 0 19 Oct 2017
Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss Qingsong Yang Pingkun Yan Yanbo Zhang Hengyong Yu Yongyi Shi X. Mou Mannudeep K. Kalra Ge Wang GAN MedIm 55 1,193 0 03 Aug 2017
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks Jaemin Son S. Park Kyu-Hwan Jung GAN MedIm 34 158 0 28 Jun 2017
Deep De-Aliasing for Fast Compressive Sensing MRI Simiao Yu Hao Dong Guang Yang Greg Slabaugh Pier Luigi Dragotti ... Fangde Liu Simon Arridge J. Keegan D. Firmin Yike Guo MedIm OOD 43 58 0 19 May 2017
Adversarial Multi-task Learning for Text Classification Pengfei Liu Xipeng Qiu Xuanjing Huang 79 609 0 19 Apr 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 126 9,509 0 31 Mar 2017
BEGAN: Boundary Equilibrium Generative Adversarial Networks David Berthelot Tom Schumm Luke Metz GAN 92 1,153 0 31 Mar 2017
SCAN: Structure Correcting Adversarial Network for Organ Segmentation in Chest X-rays Wei-Ming Dai Joseph Doyle Xiaodan Liang Zeya Wang Nanqing Dong Huatian Zhang Eric Xing MedIm 43 170 0 26 Mar 2017
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 141 4,331 0 20 Mar 2017
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network Chao Peng Xiangyu Zhang Gang Yu G. Luo Jian Sun VLM SSeg 81 1,485 0 08 Mar 2017
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 244 4,554 0 13 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 372 3,201 0 30 Oct 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 229 10,646 0 15 Sep 2016
Energy-based Generative Adversarial Network Jiaqi Zhao Michaël Mathieu Yann LeCun GAN 116 1,112 0 11 Sep 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 358 8,999 0 10 Jun 2016
f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization Sebastian Nowozin Botond Cseke Ryota Tomioka GAN 84 1,648 0 02 Jun 2016
Adversarially Learned Inference Vincent Dumoulin Ishmael Belghazi Ben Poole Olivier Mastropietro Alex Lamb Martín Arjovsky Aaron Courville GAN 59 1,312 0 02 Jun 2016
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 255 7,361 0 05 Jun 2015