Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification

8 January 2018

Michal Amitai

Papers citing "Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification"

50 / 210 papers shown

Title
A survey on GANs for computer vision: Recent research, analysis and taxonomyComputer Science Review (CSR), 2022 Guillermo Iglesias Edgar Talavera Alberto Díaz-Álvarez EGVM AI4TS 243 85 0 21 Mar 2022
Holistic Fault Detection and Diagnosis System in Imbalanced, Scarce, Multi-Domain (ISMD) Data Setting for Component-Level Prognostics and Health Management (PHM) A. Rohan AI4CE 75 12 0 18 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease ClassificationFrontiers in Radiology (Front. Radiol.), 2022 Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 203 13 0 15 Mar 2022
FedSyn: Synthetic Data Generation using Federated Learning Monik R Behera Sudhir Upadhyay S. Shetty S. Priyadarshini Palka Patel Ker Farn Lee FedML 116 18 0 11 Mar 2022
Kubric: A scalable dataset generatorComputer Vision and Pattern Recognition (CVPR), 2022 Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 220 345 0 07 Mar 2022
Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A SurveyIEEE Transactions on Artificial Intelligence (IEEE TAI), 2022 Saul Calderon-Ramirez Shengxiang-Yang David Elizondo OOD 194 22 0 01 Mar 2022
Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications Kexin Ding Mu Zhou Zichen Wang Qiao Liu C. Arnold Shaoting Zhang Dimitris N. Metaxas GNN MedIm AI4CE 212 14 0 17 Feb 2022
SODA: Self-organizing data augmentation in deep neural networks -- Application to biomedical image segmentation tasksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Arnaud Deleruyelle J. Klein Cristian Versari OOD 78 0 0 07 Feb 2022
Arrhythmia Classification using CGAN-augmented ECG SignalsIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2022 Edmond Adib Fatemeh Afghah John J. Prevost 169 15 0 26 Jan 2022
Conditional Generation of Medical Time Series for Extrapolation to Underrepresented PopulationsPLOS Digital Health (PDH), 2022 Simon Bing Andrea Dittadi Stefan Bauer Patrick Schwab SyDa 128 20 0 20 Jan 2022
External Attention Assisted Multi-Phase Splenic Vascular Injury Segmentation with Limited DataIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Yuyin Zhou D. Dreizin Yan Wang Fengze Liu Wei Shen Alan Yuille 148 18 0 04 Jan 2022
Crash Data Augmentation Using Conditional Generative Adversarial Networks (CGAN) for Improving Safety Performance Functions M. Zarei B. Hellinga 142 3 0 21 Dec 2021
Style-based quantum generative adversarial networks for Monte Carlo events Carlos Bravo-Prieto J. Baglio M. Cè A. Francis D. Grabowska Stefano Carrazza GAN 147 52 0 13 Oct 2021
STAR: Noisy Semi-Supervised Transfer Learning for Visual Classification H. Zunair Y. Gobeil Samuel Mercier A. Ben Hamza 106 3 0 18 Aug 2021
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation Brandon Mac A. Moody A. Khademi MedIm 129 0 0 14 Aug 2021
$Vision Transformer for femur fracture classification$ Vision Transformer for femur fracture classificationInjury (Injury), 2021 L. Tanzi A. Audisio G. Cirrincione A. Aprato E. Vezzetti MedIm 124 74 0 07 Aug 2021
GANmapper: geographical data translationInternational Journal of Geographical Information Science (IJGIS), 2021 Abraham Noah Wu Filip Biljecki GAN 97 53 0 07 Aug 2021
SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining Benjamin Billot Douglas N. Greve Oula Puonti A. Thielscher Koen van Leemput Bruce Fischl Adrian Dalca Juan Eugenio Iglesias OOD MedIm 416 441 0 20 Jul 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 395 412 0 07 Jul 2021
Data Augmentation for Graph Convolutional Network on Semi-Supervised Classification Zheng Tang Ziyue Qiao Xuehai Hong Yang Wang Fayaz Ali Dharejo Yuanchun Zhou Yi Du GNN 127 16 0 16 Jun 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 353 771 0 27 May 2021
The Imaginative Generative Adversarial Network: Automatic Data Augmentation for Dynamic Skeleton-Based Hand Gesture and Human Action RecognitionIEEE International Conference on Automatic Face & Gesture Recognition (FG), 2021 Junxiao Shen John J. Dudley Per Ola Kristensson SLR GAN 209 24 0 27 May 2021
Object-Based Augmentation Improves Quality of Remote Sensing Semantic Segmentation S. Illarionova S. Nesteruk Dmitrii G. Shadrin V. Ignatiev M. Pukalchik Ivan Oseledets 128 6 0 12 May 2021
Ensembling with Deep Generative ViewsComputer Vision and Pattern Recognition (CVPR), 2021 Lucy Chai Jun-Yan Zhu Eli Shechtman Phillip Isola Richard Y. Zhang GAN 202 73 0 29 Apr 2021
Free-form tumor synthesis in computed tomography images via richer generative adversarial networkKnowledge-Based Systems (KBS), 2021 Qiangguo Jin Hui Cui Changming Sun Zhaopeng Meng R. Su GAN MedIm 176 49 0 20 Apr 2021
InAugment: Improving Classifiers via Internal Augmentation Moab Arar Ariel Shamir Amit H. Bermano 68 2 0 08 Apr 2021
Regularizing Generative Adversarial Networks under Limited DataComputer Vision and Pattern Recognition (CVPR), 2021 Hung-Yu Tseng Lu Jiang Ce Liu Ming-Hsuan Yang Weilong Yang GAN 202 157 0 07 Apr 2021
Distilling and Transferring Knowledge via cGAN-generated Samples for Image Classification and RegressionExpert systems with applications (ESWA), 2021 Xin Ding Z. J. Wang Zuheng Xu Z. Jane Wang William J. Welch 285 24 0 07 Apr 2021
Jekyll: Attacking Medical Image Diagnostics using Deep Generative ModelsEuropean Symposium on Security and Privacy (EuroS&P), 2020 Neal Mangaokar Jiameng Pu P. Bhattacharya Chandan K. Reddy Bimal Viswanath AAML MedIm 117 30 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 258 19 0 29 Mar 2021
Context Decoupling Augmentation for Weakly Supervised Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2021 Yukun Su Rui Sun Guosheng Lin Qingyao Wu 229 140 0 02 Mar 2021
Enhanced Magnetic Resonance Image Synthesis with Contrast-Aware Generative Adversarial NetworksJournal of Imaging (J. Imaging), 2021 Jonas Denck J. Guehring Andreas Maier E. Rothgang MedIm GAN 99 10 0 17 Feb 2021
A novel multiple instance learning framework for COVID-19 severity assessment via data augmentation and self-supervised learningMedical Image Analysis (MedIA), 2021 Ze-kun Li Wei Zhao F. Shi Lei Qi Xingzhi Xie ... Yang Gao Shangjie Wu Jun Liu Yinghuan Shi Dinggang Shen 145 62 0 07 Feb 2021
Synthetic Data and Hierarchical Object Detection in Overhead Imagery Nathan L. Clement Alan Schoen Arnold P. Boedihardjo A. Jenkins 98 10 0 29 Jan 2021
Road images augmentation with synthetic traffic signs using neural networksComputer optics (CO), 2021 Anton Konushin B. Faizov V. Shakhuro GAN ViT 115 11 0 13 Jan 2021
Generative Interventions for Causal LearningComputer Vision and Pattern Recognition (CVPR), 2020 Chengzhi Mao Augustine Cha Amogh Gupta Hongya Wang Junfeng Yang Carl Vondrick CML OOD 218 70 0 22 Dec 2020
Segmentation of structural parts of rosebush plants with 3D point-based deep learning methodsPlant Methods (PM), 2020 Kaya Turgut H. Dutagaci G. Galopin David Rousseau 3DPC 3DV 212 53 0 21 Dec 2020
Augmentation Inside the Network Maciej Sypetkowski Jakub Jasiulewicz Z. Wojna OOD 97 2 0 19 Dec 2020
Multiclass non-Adversarial Image Synthesis, with Application to Classification from Very Small Sample Itamar Winter D. Weinshall GAN 151 0 0 25 Nov 2020
GAN based ball screw drive picture database enlargement for failure classification T. Schlagenhauf Chenwei Sun J. Fleischer AI4CE 46 0 0 20 Nov 2020
Medical Deep Learning -- A systematic Meta-Review Jan Egger Christina Schwarz-Gsaxner Antonio Pepe Kelsey L. Pomykala F. Jonske Manuel Kurz Jianning Li Jens Kleesiek OOD AI4CE 355 102 0 28 Oct 2020
Improving Text Relationship Modeling with Artificial DataJournal of information science (JIS), 2020 Peter Organisciak Maggie Ryan 109 1 0 27 Oct 2020
Synthetic Convolutional Features for Improved Semantic Segmentation Yang He Bernt Schiele Mario Fritz SSeg 192 3 0 18 Sep 2020
tsBNgen: A Python Library to Generate Time Series Data from an Arbitrary Dynamic Bayesian Network Structure M. Tadayon Gregory Pottie SyDa 98 2 0 09 Sep 2020
Langevin Cooling for Domain Translation Vignesh Srinivasan Klaus-Robert Muller Wojciech Samek Shinichi Nakajima 140 1 0 31 Aug 2020
Synthesizing Property & Casualty Ratemaking Datasets using Generative Adversarial Networks Marie-Pier Côté Brian Hartman Olivier Mercier Joshua Meyers Jared Cummings Elijah Harmon GAN SyDa 136 8 0 13 Aug 2020
Enhancing the Performance of Practical Profiling Side-Channel Attacks Using Conditional Generative Adversarial NetworksIACR Cryptology ePrint Archive (IACR ePrint), 2020 Ping Wang Ping Chen Zhimin Luo Gaofeng Dong Mengce Zheng Nenghai Yu Honggang Hu AAML 77 20 0 10 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 276 102 0 09 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 123 6 0 01 Jul 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 295 18 0 27 May 2020