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

26 July 2018

Katherine P. Andriole

Mark H. Michalski

MedIm

ArXiv PDF HTML

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

50 / 184 papers shown

Title
Does an ensemble of GANs lead to better performance when training segmentation networks with synthetic images? Maans Larsson Muhammad Usman Akbar Anders Eklund MedIm 16 3 0 08 Nov 2022
Improved Techniques for the Conditional Generative Augmentation of Clinical Audio Data Mane Margaryan Matthias Seibold Indu Joshi Mazda Farshad Philipp Fürnstahl Nassir Navab MedIm 21 2 0 05 Nov 2022
Fighting the scanner effect in brain MRI segmentation with a progressive level-of-detail network trained on multi-site data M. Svanera Mattia Savardi A. Signoroni Sergio Benini L. Muckli 21 3 0 04 Nov 2022
Modeling the Graphotactics of Low-Resource Languages Using Sequential GANs Isaac Wasserman GAN 30 1 0 26 Oct 2022
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis Nour Neifar A. Ben-Hamadou Afef Mdhaffar M. Jmaiel Bernd Freisleben GAN 21 11 0 22 Oct 2022
Cutting-Splicing data augmentation: A novel technology for medical image segmentation Lianting Hu Huiying Liang Jiajie Tang Xin Li Li Huang Long Lu 21 1 0 17 Oct 2022
Automated segmentation and morphological characterization of placental histology images based on a single labeled image A. Rabbani M. Babaei M. Gharib 26 1 0 07 Oct 2022
Data Augmentation using Feature Generation for Volumetric Medical Images K. Mehra Hassan H. Soliman S. R. Sahoo OOD MedIm 25 0 0 28 Sep 2022
Adnexal Mass Segmentation with Ultrasound Data Synthesis Clara Lebbos J. Barcroft Jeremy Tan J. Müller Matthew Baugh Athanasios Vlontzos S. Saso Bernhard Kainz 14 2 0 25 Sep 2022
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Dong-Ming Zhang Yi-Mou Lin Hao Chen Zhuotao Tian Xin Yang Jinhui Tang Kwang-Ting Cheng VLM 35 11 0 21 Sep 2022
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANs S. Amirrajab C. Lorenz J. Weese J. Pluim M. Breeuwer MedIm 23 7 0 09 Sep 2022
TBI-GAN: An Adversarial Learning Approach for Data Synthesis on Traumatic Brain Segmentation Xiangyun Zhao Di Zang Sheng Wang Zhenrong Shen Kai Xuan ... Xuehai Wu Zheren Li Qian Wang Zengxin Qi Lichi Zhang MedIm 22 2 0 12 Aug 2022
FakeNews: GAN-based generation of realistic 3D volumetric data -- A systematic review and taxonomy André Ferreira Jianning Li Kelsey L. Pomykala Jens Kleesiek Victor Alves Jan Egger MedIm 29 22 0 04 Jul 2022
Rethinking Surgical Instrument Segmentation: A Background Image Can Be All You Need An-Chi Wang Mobarakol Islam Mengya Xu Hongliang Ren 55 17 0 23 Jun 2022
CS $^2$ : 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 31 7 0 20 Jun 2022
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GAN R. V. Bergen Jean-Francois Rajotte F. Yousefirizi Arman Rahmim R. Ng MedIm 25 1 0 13 Jun 2022
Generation of Artificial CT Images using Patch-based Conditional Generative Adversarial Networks Marija Habijan Irena Galić GAN MedIm 33 4 0 19 May 2022
Synthesizing Informative Training Samples with GAN Bo Zhao Hakan Bilen DD 37 75 0 15 Apr 2022
EnvEdit: Environment Editing for Vision-and-Language Navigation Jialu Li Hao Tan Joey Tianyi Zhou 36 80 0 29 Mar 2022
Camera-Conditioned Stable Feature Generation for Isolated Camera Supervised Person Re-IDentification Chaoyang Wu Wenhang Ge Ancong Wu Xiaobin Chang 44 21 0 29 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 29 12 0 15 Mar 2022
Sharing Generative Models Instead of Private Data: A Simulation Study on Mammography Patch Classification Zuzanna Szafranowska Richard Osuala Bennet Breier Kaisar Kushibar Karim Lekadir Oliver Díaz MedIm 13 13 0 08 Mar 2022
Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A Survey Saul Calderon-Ramirez Shengxiang-Yang David Elizondo OOD 6 19 0 01 Mar 2022
An overview of deep learning in medical imaging I. Haq VLM 10 5 0 17 Feb 2022
Multi-modal data generation with a deep metric variational autoencoder Josefine Vilsbøll Sundgaard Morten Rieger Hannemose S. Laugesen P. Bray J. Harte Y. Kamide Chiemi Tanaka Rasmus Paulsen Anders Christensen DRL 15 3 0 07 Feb 2022
Investigating the Potential of Auxiliary-Classifier GANs for Image Classification in Low Data Regimes Amil Dravid Florian Schiffers Yunan Wu O. Cossairt Aggelos K. Katsaggelos GAN 27 2 0 22 Jan 2022
Generation of Synthetic Rat Brain MRI scans with a 3D Enhanced Alpha-GAN André Ferreira R. Magalhães S. Mériaux Victor Alves MedIm 17 0 0 27 Dec 2021
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 15 120 0 17 Dec 2021
Leveraging Image-based Generative Adversarial Networks for Time Series Generation Justin Hellermann Stefan Lessmann GAN AI4TS 26 4 0 15 Dec 2021
3-D PET Image Generation with tumour masks using TGAN R. V. Bergen Jean-Francois Rajotte F. Yousefirizi I. Klyuzhin Arman Rahmim R. Ng MedIm 25 7 0 02 Nov 2021
Applications of Generative Adversarial Networks in Anomaly Detection: A Systematic Literature Review Mikael Sabuhi Ming Zhou C. Bezemer Petr Musílek AI4TS MedIm 24 34 0 22 Oct 2021
Conditional De-Identification of 3D Magnetic Resonance Images Lennart Alexander Van der Goten Tobias Hepp Zeynep Akata Kevin Smith MedIm 13 3 0 18 Oct 2021
CT-SGAN: Computed Tomography Synthesis GAN Ahmad Pesaranghader Yiping Wang Mohammad Havaei GAN MedIm 27 11 0 14 Oct 2021
Learning of Inter-Label Geometric Relationships Using Self-Supervised Learning: Application To Gleason Grade Segmentation Dwarikanath Mahapatra SSL 39 6 0 01 Oct 2021
ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation M. B. Pereira J. A. dos Santos 16 8 0 26 Aug 2021
Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRI Ruizhe Li M. Bastiani Dorothee Auer Christian Wagner Xin Chen MedIm 30 5 0 03 Aug 2021
TumorCP: A Simple but Effective Object-Level Data Augmentation for Tumor Segmentation Jiawei Yang Yao Zhang Yuan Liang Yang Zhang Lei He Zhiqiang He MedIm 18 12 0 21 Jul 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 39 42 0 20 Jul 2021
Controllable cardiac synthesis via disentangled anatomy arithmetic Spyridon Thermos Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 27 14 0 04 Jul 2021
A Deep Learning Approach to Private Data Sharing of Medical Images Using Conditional GANs Hanxi Sun Jason Plawinski Sajanth Subramaniam A. Jamaludin T. Kadir Aimee Readie G. Ligozio D. Ohlssen M. Baillie T. Coroller MedIm 25 5 0 24 Jun 2021
Where is the disease? Semi-supervised pseudo-normality synthesis from an abnormal image Yuanqi Du Quan Quan Hu Han S. Kevin Zhou GAN MedIm 11 3 0 24 Jun 2021
Bayesian Statistics Guided Label Refurbishment Mechanism: Mitigating Label Noise in Medical Image Classification Mengdi Gao Ximeng Feng Mufeng Geng Zhe Jiang Lei Zhu Xiangxi Meng Chuanqing Zhou Qiushi Ren Yanye Lu BDL NoLa 36 6 0 23 Jun 2021
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis Dwarikanath Mahapatra Ankur Singh 30 8 0 15 Jun 2021
Probing transfer learning with a model of synthetic correlated datasets Federica Gerace Luca Saglietti Stefano Sarao Mannelli Andrew M. Saxe Lenka Zdeborová OOD 16 30 0 09 Jun 2021
Labeled Data Generation with Inexact Supervision Enyan Dai Kai Shu Yiwei Sun Suhang Wang 37 3 0 08 Jun 2021
GAN Cocktail: mixing GANs without dataset access Omri Avrahami Dani Lischinski Ohad Fried DiffM MoMe 26 10 0 07 Jun 2021
GANs for Medical Image Synthesis: An Empirical Study Youssef Skandarani Pierre-Marc Jodoin A. Lalande MedIm 22 178 0 11 May 2021
Synthesizing time-series wound prognosis factors from electronic medical records using generative adversarial networks Farnaz H. Foomani D. Anisuzzaman J. Niezgoda Jonathan Niezgoda William M. Guns Sandeep Gopalakrishnan Zeyun Yu SyDa 16 15 0 03 May 2021
Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder Clément Chadebec Elina Thibeau-Sutre Ninon Burgos S. Allassonnière 38 62 0 30 Apr 2021
Twin Systems for DeepCBR: A Menagerie of Deep Learning and Case-Based Reasoning Pairings for Explanation and Data Augmentation Markt. Keane Eoin M. Kenny M. Temraz Derek Greene Barry Smyth 19 5 0 29 Apr 2021