GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification

3 March 2018

Michal Amitai

Papers citing "GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification"

50 / 299 papers shown

Title
Cascade Watchdog: A Multi-tiered Adversarial Guard for Outlier Detection Glauco A. Amigo Justin Bui Charles Baylis R. Marks OODD 11 1 0 20 Aug 2021
MRI to PET Cross-Modality Translation using Globally and Locally Aware GAN (GLA-GAN) for Multi-Modal Diagnosis of Alzheimer's Disease Apoorva Sikka Skand Jitender Singh Virk Deepti R. Bathula MedIm 27 32 0 04 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 22 5 0 03 Aug 2021
Bayesian analysis of the prevalence bias: learning and predicting from imbalanced data Loic Le Folgoc V. Baltatzis A. Alansary S. Desai A. Devaraj ... O. M. Manzanera F. Kanavati A. Nair J. Schnabel Ben Glocker 10 0 0 31 Jul 2021
LARGE: Latent-Based Regression through GAN Semantics Yotam Nitzan Rinon Gal Ofir Brenner Daniel Cohen-Or GAN 29 26 0 22 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
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 32 144 0 09 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
Supervised Segmentation with Domain Adaptation for Small Sampled Orbital CT Images Sungho Suh So-hyun Cheon Wonseon Choi Yeon Woong Chung W. Cho ji-Sun Paik Sung Eun Kim D. Chang Y. Lee 26 4 0 01 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 32 338 0 30 Jun 2021
Generative Modeling for Multi-task Visual Learning Zhipeng Bao M. Hebert Yu-xiong Wang 22 17 0 25 Jun 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 17 5 0 24 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
A multi-stage GAN for multi-organ chest X-ray image generation and segmentation Giorgio Ciano P. Andreini Tommaso Mazzierli Monica Bianchini F. Scarselli GAN MedIm 29 19 0 09 Jun 2021
Generative adversarial network with object detector discriminator for enhanced defect detection on ultrasonic B-scans Luka Posilović D. Medak M. Subašić M. Budimir Sven Lončarić MedIm 27 30 0 08 Jun 2021
Ebola Optimization Search Algorithm (EOSA): A new metaheuristic algorithm based on the propagation model of Ebola virus disease O. N. Oyelade Ezugwu E. Absalom 27 22 0 02 Jun 2021
Generative Network-Based Reduced-Order Model for Prediction, Data Assimilation and Uncertainty Quantification Vinicius L. S. Silva Claire E. Heaney N. Nenov Christopher C. Pain AI4CE 19 3 0 28 May 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 18 572 0 27 May 2021
The Imaginative Generative Adversarial Network: Automatic Data Augmentation for Dynamic Skeleton-Based Hand Gesture and Human Action Recognition Junxiao Shen John J. Dudley Per Ola Kristensson SLR GAN 33 23 0 27 May 2021
Verification of Image-based Neural Network Controllers Using Generative Models Sydney M. Katz Anthony Corso Christopher A. Strong Mykel J. Kochenderfer GAN 16 46 0 14 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 8 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 36 61 0 30 Apr 2021
Ensembles of GANs for synthetic training data generation Gabriel Eilertsen Apostolia Tsirikoglou Claes Lundström Jonas Unger MedIm 55 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 50 62 0 20 Apr 2021
Fruit Quality and Defect Image Classification with Conditional GAN Data Augmentation Jordan J. Bird Chloe M. Barnes Luis J. Manso Anikó Ekárt Diego Resende Faria 14 95 0 12 Apr 2021
Regularizing Generative Adversarial Networks under Limited Data Hung-Yu Tseng Lu Jiang Ce Liu Ming-Hsuan Yang Weilong Yang GAN 35 142 0 07 Apr 2021
Jekyll: Attacking Medical Image Diagnostics using Deep Generative Models Neal Mangaokar Jiameng Pu P. Bhattacharya Chandan K. Reddy Bimal Viswanath AAML MedIm 24 26 0 05 Apr 2021
On the Pitfalls of Learning with Limited Data: A Facial Expression Recognition Case Study Miguel Rodríguez Santander Juan Felipe Hernandez Albarracin Adín Ramirez Rivera 18 4 0 02 Apr 2021
Automatic detection of impact craters on Al foils from the Stardust interstellar dust collector using convolutional neural networks Logan Jaeger A. Butterworth Z. Gainsforth R. Lettieri A. Ardizzone ... P. Wozniakiewicz R. Ogliore B. D. Gregorio R. Stroud A. Westphal 19 1 0 15 Mar 2021
Principled Ultrasound Data Augmentation for Classification of Standard Planes L. Hin Yuan Lee Gao J. Alison 28 15 0 14 Mar 2021
Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN Desheng Wang Wei-dong Jin Yunpu Wu Aamir Khan GAN 36 8 0 08 Mar 2021
Bulk Production Augmentation Towards Explainable Melanoma Diagnosis Kasumi Obi Q. H. Cap N. Umegaki-Arao Masaru Tanaka Hitoshi Iyatomi MedIm 11 0 0 03 Mar 2021
Material Measurement Units for a Circular Economy: Foundations through a Review Federico Zocco Seán F. McLoone B. Smyth 23 11 0 02 Mar 2021
MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNN Zuohui Chen Qing Yuan Xujie Song Cheng Chen Dan Zhang Yun Xiang Ruigang Liu Qi Xuan MedIm 46 8 0 16 Feb 2021
Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge Chompunuch Sarasaen S. Chatterjee Mario Breitkopf G. Rose A. Nürnberger Oliver Speck SupR 28 35 0 04 Feb 2021
Digital twins based on bidirectional LSTM and GAN for modelling the COVID-19 pandemic César Quilodrán-Casas Vinicius L. S. Silva Rossella Arcucci Claire E. Heaney Yike Guo Christopher C. Pain 36 40 0 03 Feb 2021
Adversarial Text-to-Image Synthesis: A Review Stanislav Frolov Tobias Hinz Federico Raue Jörn Hees Andreas Dengel EGVM 22 175 0 25 Jan 2021
Generative Adversarial U-Net for Domain-free Medical Image Augmentation Xiaocong Chen Yun Yvonna Li Lina Yao Ehsan Adeli Yu Zhang GAN OOD MedIm 54 17 0 12 Jan 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 62 28 0 07 Jan 2021
MoSen: Activity Modelling in Multiple-Occupancy Smart Homes Yuting Zhan Hamed Haddadi 22 4 0 01 Jan 2021
Automatic Diagnosis of Pneumothorax from Chest Radiographs: A Systematic Literature Review Tahira Iqbal A. Shaukat M. Akram Zartasha Mustansar 14 10 0 21 Dec 2020
Large-Scale Generative Data-Free Distillation Liangchen Luo Mark Sandler Zi Lin A. Zhmoginov Andrew G. Howard 21 43 0 10 Dec 2020
Manipulating Medical Image Translation with Manifold Disentanglement Siyu Liu Jason Dowling C. Engstrom P. Greer Stuart Crozier Shekhar S. Chandra MedIm 20 8 0 27 Nov 2020
Fetal ECG Extraction from Maternal ECG using Attention-based CycleGAN M. Mohebbian S. Vedaei K. Wahid A. Dinh H. Marateb Kouhyar Tavakolian 9 2 0 22 Nov 2020
Robust Unsupervised Small Area Change Detection from SAR Imagery Using Deep Learning Xinzheng Zhang Hang Su Ce Zhang Xiaowei Gu Xiaoheng Tan P. M. Atkinson 12 51 0 22 Nov 2020
CAA-Net: Conditional Atrous CNNs with Attention for Explainable Device-robust Acoustic Scene Classification Zhao Ren Qiuqiang Kong Jing Han Mark D. Plumbley Björn W. Schuller 21 28 0 18 Nov 2020
Teaching a GAN What Not to Learn Siddarth Asokan C. Seelamantula GAN 11 19 0 29 Oct 2020
Discriminative Cross-Modal Data Augmentation for Medical Imaging Applications Yue Yang P. Xie MedIm 22 0 0 07 Oct 2020
Memory-efficient GAN-based Domain Translation of High Resolution 3D Medical Images H. Uzunova J. Ehrhardt Heinz Handels MedIm 8 45 0 06 Oct 2020
Artificial Intelligence in Surgery: Neural Networks and Deep Learning Deepak Alapatt Pietro Mascagni V. Srivastav N. Padoy AI4CE 48 2 0 28 Sep 2020