Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks

26 July 2018

Katherine P. Andriole

Mark H. Michalski

MedIm

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Papers citing "Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks"

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Title
Using generative adversarial networks to synthesize artificial financial datasets Dmitry Efimov Di Xu Luyang Kong A. Nefedov Archana Anandakrishnan GAN 25 29 0 06 Feb 2020
Breast lesion segmentation in ultrasound images with limited annotated data Bahareh Behboodi M. Amiri Rupert Brooks H. Rivaz 13 9 0 21 Jan 2020
Artificial Intelligence in Glioma Imaging: Challenges and Advances Weina Jin M. Fatehi Kumar Abhishek Mayur Mallya B. Toyota Ghassan Hamarneh 31 42 0 28 Nov 2019
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 Maier MedIm 25 9 0 19 Nov 2019
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation Maps Umaseh Sivanesan Luis H. Braga R. Sonnadara Kiret Dhindsa GAN MedIm 27 12 0 12 Nov 2019
Co-Generation with GANs using AIS based HMC Tiantian Fang A. Schwing 13 2 0 31 Oct 2019
Data Augmentation for Skin Lesion using Self-Attention based Progressive Generative Adversarial Network Ibrahim Saad Ali Mamdouh Farouk Mohamed Y. B. Mahdy GAN MedIm 20 119 0 25 Oct 2019
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 45 667 0 16 Oct 2019
Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions Zinan Lin Alankar Jain Chen Wang Giulia Fanti Vyas Sekar 28 22 0 30 Sep 2019
Transfer Learning from Partial Annotations for Whole Brain Segmentation Chengliang Dai Yuanhan Mo Elsa D. Angelini Yike Guo Wenjia Bai MedIm 21 18 0 28 Aug 2019
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 33 751 0 27 Aug 2019
Dataset Growth in Medical Image Analysis Research Y. Landau N. Kiryati OOD 13 30 0 21 Aug 2019
Generation of 3D Brain MRI Using Auto-Encoding Generative Adversarial Networks Gihyun Kwon Chihye Han Dae-Shik Kim GAN MedIm 29 127 0 07 Aug 2019
A Two Stage GAN for High Resolution Retinal Image Generation and Segmentation P. Andreini S. Bonechi Monica Bianchini A. Mecocci F. Scarselli A. Sodi GAN MedIm 29 42 0 29 Jul 2019
Synthetic Epileptic Brain Activities Using Generative Adversarial Networks Damian Pascual A. Aminifar David Atienza Alonso P. Ryvlin Roger Wattenhofer GAN 19 11 0 22 Jul 2019
Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images H. Uzunova J. Ehrhardt F. Jacob A. Frydrychowicz Heinz Handels MedIm 10 35 0 02 Jul 2019
Diminishing the Effect of Adversarial Perturbations via Refining Feature Representation Nader Asadi Amirm. Sarfi Mehrdad Hosseinzadeh Sahba Tahsini M. Eftekhari AAML 15 2 0 01 Jul 2019
Synthesizing Diverse Lung Nodules Wherever Massively: 3D Multi-Conditional GAN-based CT Image Augmentation for Object Detection Changhee Han Yoshiro Kitamura Akira Kudo Akimichi Ichinose L. Rundo Yujiro Furukawa Kazuki Umemoto Yuanzhong Li Hideki Nakayama MedIm 24 116 0 12 Jun 2019
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection Changhee Han L. Rundo Ryosuke Araki Yudai Nagano Yujiro Furukawa G. Mauri Hideki Nakayama Hideaki Hayashi MedIm 21 157 0 31 May 2019
G2R Bound: A Generalization Bound for Supervised Learning from GAN-Synthetic Data Fu-Chieh Chang Hao Wang Chun-Nan Chou Edward Y. Chang GAN 10 1 0 29 May 2019
Invertible generative models for inverse problems: mitigating representation error and dataset bias Muhammad Asim Max Daniels Oscar Leong Ali Ahmed Paul Hand 26 146 0 28 May 2019
Ultrasound segmentation using U-Net: learning from simulated data and testing on real data Bahareh Behboodi H. Rivaz 11 25 0 24 Apr 2019
Learning More with Less: Conditional PGGAN-based Data Augmentation for Brain Metastases Detection Using Highly-Rough Annotation on MR Images Changhee Han K. Murao T. Noguchi Yusuke Kawata F. Uchiyama L. Rundo Hideki Nakayama Shiníchi Satoh MedIm 10 98 0 26 Feb 2019
Adversarial Augmentation for Enhancing Classification of Mammography Images Lukás Jendele Ondrej Skopek Anton S. Becker E. Konukoglu MedIm GAN 20 5 0 20 Feb 2019
Data augmentation for low resource sentiment analysis using generative adversarial networks Rahul Gupta GAN 36 30 0 18 Feb 2019
Semi-Supervised and Task-Driven Data Augmentation K. Chaitanya Neerav Karani Christian F. Baumgartner O. Donati Anton S. Becker E. Konukoglu MedIm 18 142 0 11 Feb 2019
Generative Image Translation for Data Augmentation of Bone Lesion Pathology Anant Gupta S. Venkatesh S. Chopra C. Ledig GAN MedIm 13 41 0 06 Feb 2019
Red blood cell image generation for data augmentation using Conditional Generative Adversarial Networks Oleksandr Bailo D. Ham Y. Shin GAN MedIm 19 58 0 18 Jan 2019
Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition Siqi Liu Eli Gibson Sasa Grbic Zhoubing Xu A. Setio J. Yang Bogdan Georgescu Dorin Comaniciu DiffM MedIm 33 18 0 04 Dec 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 17 1,608 0 25 Nov 2018
ProstateGAN: Mitigating Data Bias via Prostate Diffusion Imaging Synthesis with Generative Adversarial Networks Xiaodan Hu A. Chung Paul Fieguth Farzad Khalvati M. Haider A. Wong DiffM GAN MedIm 6 14 0 14 Nov 2018
An Adversarial Learning Approach to Medical Image Synthesis for Lesion Detection Liyan Sun Jiexiang Wang Yue Huang Xinghao Ding H. Greenspan John Paisley GAN MedIm 15 107 0 25 Oct 2018
A Novel Domain Adaptation Framework for Medical Image Segmentation A. Gholami Shashank Subramanian Varun Shenoy Naveen Himthani Xiangyu Yue Sicheng Zhao Peter H. Jin George Biros Kurt Keutzer MedIm 32 50 0 11 Oct 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,371 0 19 Sep 2018