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
Ensembles of GANs for synthetic training data generation Gabriel Eilertsen Apostolia Tsirikoglou Claes Lundström Jonas Unger MedIm 57 14 0 23 Apr 2021
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review Alceu Bissoto Eduardo Valle Sandra Avila MedIm 58 62 0 20 Apr 2021
VTGAN: Semi-supervised Retinal Image Synthesis and Disease Prediction using Vision Transformers Sharif Amit Kamran Khondker Fariha Hossain Alireza Tavakkoli S. Zuckerbrod S. Baker ViT MedIm 36 54 0 14 Apr 2021
Jekyll: Attacking Medical Image Diagnostics using Deep Generative Models Neal Mangaokar Jiameng Pu P. Bhattacharya Chandan K. Reddy Bimal Viswanath AAML MedIm 29 26 0 05 Apr 2021
Photoacoustic image synthesis with generative adversarial networks Melanie Schellenberg J. Gröhl Kris K. Dreher Jan-Hinrich Nolke Niklas Holzwarth M. Tizabi A. Seitel Lena Maier-Hein GAN MedIm 45 17 0 29 Mar 2021
Improving prostate whole gland segmentation in t2-weighted MRI with synthetically generated data Alvaro Fernandez-Quilez S. V. Larsen M. G. Olsen T. O. Gulsrud S. R. Kjosavik K. Oppedal MedIm 16 14 0 27 Mar 2021
An augmentation strategy to mimic multi-scanner variability in MRI Maria Inês Meyer Ezequiel de la Rosa N. Barros Roberto Paolella Koen van Leemput Diana Sima 11 3 0 23 Mar 2021
TricycleGAN: Unsupervised Image Synthesis and Segmentation Based on Shape Priors Umaseh Sivanesan Luis H. Braga R. Sonnadara Kiret Dhindsa GAN MedIm 21 2 0 04 Feb 2021
Adversarial cycle-consistent synthesis of cerebral microbleeds for data augmentation Khrystyna Faryna K. Koschmieder M. M. Paul Thomas L. A. van den Heuvel A. V. D. Eerden R. Manniesing Bram van Ginneken MedIm 16 3 0 16 Jan 2021
Deep Learning Methods for Screening Pulmonary Tuberculosis Using Chest X-rays Chirath Dasanayakaa M. B. Dissanayake LM&MA 12 40 0 25 Dec 2020
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrast Juan Eugenio Iglesias Benjamin Billot Yael Balbastre A. Tabari J. Conklin Daniel C. Alexander Polina Golland B. Edlow Bruce Fischl 44 101 0 24 Dec 2020
Learning Two-Stream CNN for Multi-Modal Age-related Macular Degeneration Categorization Weisen Wang Xirong Li Zhiyan Xu Weihong Yu Jianchun Zhao Dayong Ding You-xin Chen 13 40 0 03 Dec 2020
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive Evaluation August DuMont Schütte J. Hetzel S. Gatidis Tobias Hepp Benedikt Dietz Stefan Bauer Patrick Schwab MedIm 40 68 0 29 Nov 2020
Progressively Volumetrized Deep Generative Models for Data-Efficient Contextual Learning of MR Image Recovery Mahmut Yurt Muzaffer Özbey S. Dar Berk Tınaz K. Oguz Tolga Çukur MedIm 33 29 0 27 Nov 2020
Manipulating Medical Image Translation with Manifold Disentanglement Siyu Liu Jason Dowling C. Engstrom P. Greer Stuart Crozier Shekhar S. Chandra MedIm 28 8 0 27 Nov 2020
SoftSeg: Advantages of soft versus binary training for image segmentation C. Gros A. Lemay Julien Cohen-Adad 38 72 0 18 Nov 2020
SAG-GAN: Semi-Supervised Attention-Guided GANs for Data Augmentation on Medical Images Chang Qi Junyang Chen Guizhi Xu Zhenghua Xu Thomas Lukasiewicz Yang Liu GAN MedIm 18 13 0 15 Nov 2020
Enhanced Balancing GAN: Minority-class Image Generation Gaofeng Huang Amir Jafari GAN 19 69 0 31 Oct 2020
Synthesis of COVID-19 Chest X-rays using Unpaired Image-to-Image Translation H. Zunair A. Ben Hamza MedIm 48 39 0 20 Oct 2020
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation Zhanwei Xu Yukun Cao Cheng Jin Guozhu Shao Xiaoqing Liu Jie Zhou Heshui Shi Jianjiang Feng MedIm 40 25 0 19 Oct 2020
MammoGANesis: Controlled Generation of High-Resolution Mammograms for Radiology Education C. Zakka Ghida Saheb Elie Najem G. Berjawi GAN MedIm 31 8 0 11 Oct 2020
Memory-efficient GAN-based Domain Translation of High Resolution 3D Medical Images H. Uzunova J. Ehrhardt Heinz Handels MedIm 24 45 0 06 Oct 2020
Image Translation for Medical Image Generation -- Ischemic Stroke Lesions Moritz Platscher Jonathan Zopes C. Federau MedIm 18 2 0 05 Oct 2020
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
Learning Realistic Patterns from Unrealistic Stimuli: Generalization and Data Anonymization K. Nikolaidis Stein Kristiansen T. Plagemann V. Goebel Knut Liestøl ... G. Traaen Britt Overland Harriet Akre L. Aakerøy S. Steinshamn 8 4 0 21 Sep 2020
On the Performance of Generative Adversarial Network (GAN) Variants: A Clinical Data Study Jaesung Yoo Jeman Park An Wang David A. Mohaisen Joongheon Kim MedIm 30 0 0 21 Sep 2020
Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks Tabea Kossen Pooja Subramaniam V. Madai A. Hennemuth Kristian Hildebrand ... Michelle Livne Ivana Galinovic Ahmed A. Khalil J. Fiebach D. Frey MedIm 16 0 0 09 Sep 2020
Compressive Phase Retrieval: Optimal Sample Complexity with Deep Generative Priors Paul Hand Oscar Leong V. Voroninski 32 6 0 24 Aug 2020
A Benchmark for Studying Diabetic Retinopathy: Segmentation, Grading, and Transferability Yi Zhou Boyang Wang Lei Huang Shanshan Cui Ling Shao 9 146 0 22 Aug 2020
Generate High Resolution Images With Generative Variational Autoencoder Abhinav Sagar GAN DRL 16 3 0 12 Aug 2020
Bidirectional Mapping Generative Adversarial Networks for Brain MR to PET Synthesis Shengye Hu Baiying Lei Yong Wang Zhiguang Feng Yanyan Shen Shuqiang Wang GAN MedIm 14 139 0 08 Aug 2020
Confidence-guided Lesion Mask-based Simultaneous Synthesis of Anatomic and Molecular MR Images in Patients with Post-treatment Malignant Gliomas Pengfei Guo Puyang Wang R. Yasarla Jinyuan Zhou Vishal M. Patel Shanshan Jiang MedIm 27 1 0 06 Aug 2020
Real-Time Instrument Segmentation in Robotic Surgery using Auxiliary Supervised Deep Adversarial Learning Mobarakol Islam Daniel Anojan Atputharuban Ravikiran Ramesh Hongliang Ren MedIm 94 94 0 22 Jul 2020
Generative Compositional Augmentations for Scene Graph Prediction Boris Knyazev H. D. Vries Cătălina Cangea Graham W. Taylor Aaron Courville Eugene Belilovsky 23 25 0 11 Jul 2020
Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation K. Chaitanya Neerav Karani Christian F. Baumgartner Ertunc Erdil Anton S. Becker O. Donati E. Konukoglu MedIm 27 92 0 09 Jul 2020
Anatomical Data Augmentation via Fluid-based Image Registration Zhengyang Shen Zhenlin Xu Sahin Olut Marc Niethammer MedIm 24 14 0 05 Jul 2020
LSTM and GPT-2 Synthetic Speech Transfer Learning for Speaker Recognition to Overcome Data Scarcity Jordan J. Bird Diego Resende Faria Anikó Ekárt C. Premebida Pedro P. S. Ayrosa 22 5 0 01 Jul 2020
Lesion Mask-based Simultaneous Synthesis of Anatomic and MolecularMR Images using a GAN Pengfei Guo Puyang Wang Jinyuan Zhou Vishal M. Patel Shanshan Jiang MedIm 33 10 0 26 Jun 2020
Generating Annotated High-Fidelity Images Containing Multiple Coherent Objects Bryan G. Cardenas Devanshu Arya D. K. Gupta DiffM 31 6 0 22 Jun 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 30 550 0 18 Jun 2020
Generative Adversarial Networks for Bitcoin Data Augmentation Francesco Zola Jan L. Bruse Xabier Etxeberria Barrio M. Galar Raul Orduna Urrutia GAN 22 8 0 27 May 2020
Medical Image Generation using Generative Adversarial Networks N. Singh Khalid Raza GAN MedIm 21 20 0 19 May 2020
On the effectiveness of GAN generated cardiac MRIs for segmentation Youssef Skandarani Nathan Painchaud Pierre-Marc Jodoin A. Lalande GAN MedIm 18 18 0 18 May 2020
SAGE: Sequential Attribute Generator for Analyzing Glioblastomas using Limited Dataset P. Jonnalagedda B. Weinberg Jason W. Allen Taejin L. Min Shiv Bhanu B. Bhanu GAN MedIm 22 4 0 14 May 2020
ODVICE: An Ontology-Driven Visual Analytic Tool for Interactive Cohort Extraction Mohamed F. Ghalwash Zijun Yao Prithwish Chakraborty James Codella Daby M. Sow 23 2 0 13 May 2020
3D Tomographic Pattern Synthesis for Enhancing the Quantification of COVID-19 Siqi Liu Bogdan Georgescu Zhoubing Xu Y. Yoo G. Chabin ... Brian Teixeira A. Balachandran R. Vishwanath Thomas J. Re Dorin Comaniciu 46 18 0 05 May 2020
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran Ling Shao 25 29 0 31 Mar 2020
Synthesis of Brain Tumor MR Images for Learning Data Augmentation Sunho Kim Byungjai Kim HyunWook Park MedIm 13 2 0 17 Mar 2020
SynCGAN: Using learnable class specific priors to generate synthetic data for improving classifier performance on cytological images Soumyajyoti Dey Soham Das Swarnendu Ghosh Shyamali Mitra Sukanta Chakrabarty N. Das GAN MedIm 24 9 0 12 Mar 2020
Hi-Net: Hybrid-fusion Network for Multi-modal MR Image Synthesis Tao Zhou Huazhu Fu Geng Chen Jianbing Shen Ling Shao MedIm 19 259 0 11 Feb 2020