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
Semantic Map Guided Synthesis of Wireless Capsule Endoscopy Images using Diffusion Models Haejin Lee Jeongwoo Ju Jonghyuck Lee Yeoun Joo Lee Heechul Jung DiffM MedIm 37 0 0 10 Nov 2023
Adaptive Variance Thresholding: A Novel Approach to Improve Existing Deep Transfer Vision Models and Advance Automatic Knee-Joint Osteoarthritis Classification Fabi Prezja L. Annala Sampsa Kiiskinen Suvi Lahtinen Timo Ojala 18 2 0 10 Nov 2023
Synthesizing Bidirectional Temporal States of Knee Osteoarthritis Radiographs with Cycle-Consistent Generative Adversarial Neural Networks Fabi Prezja L. Annala Sampsa Kiiskinen Suvi Lahtinen Timo Ojala MedIm 14 3 0 10 Nov 2023
On Measuring Fairness in Generative Models Christopher T. H. Teo Milad Abdollahzadeh Ngai-man Cheung EGVM 25 5 0 30 Oct 2023
Boosting Data Analytics With Synthetic Volume Expansion Xiaotong Shen Yifei Liu Rex Shen 16 3 0 27 Oct 2023
Improving Performance in Colorectal Cancer Histology Decomposition using Deep and Ensemble Machine Learning Fabi Prezja L. Annala Sampsa Kiiskinen Suvi Lahtinen Timo Ojala Pekka Ruusuvuori Teijo Kuopio 14 12 0 25 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 40 12 0 10 Oct 2023
MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images Yanwu Xu Li Sun Wei Peng Shyam Visweswaran Kayhan Batmanghelich MedIm DiffM 48 19 0 05 Oct 2023
ScaleNet: An Unsupervised Representation Learning Method for Limited Information Huili Huang M. M. Roozbahani SSL 23 806 0 03 Oct 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 31 18 0 03 Oct 2023
Robot Localization and Mapping Final Report -- Sequential Adversarial Learning for Self-Supervised Deep Visual Odometry Akankshya Kar Sajal Maheshwari Shamit Lal Vinay Sameer Raja Kad SSL 14 1 0 08 Sep 2023
Generative Adversarial Networks Unlearning Hui Sun Tianqing Zhu Wenhan Chang Wanlei Zhou MU GAN 21 6 0 19 Aug 2023
Synthetic Augmentation with Large-scale Unconditional Pre-training Jiarong Ye Haomiao Ni Peng Jin Sharon X. Huang Yuan Xue MedIm 6 21 0 08 Aug 2023
SYNAuG: Exploiting Synthetic Data for Data Imbalance Problems Moon Ye-Bin Nam Hyeon-Woo Wonseok Choi Nayeong Kim Suha Kwak Tae-Hyun Oh DiffM 23 3 0 02 Aug 2023
Synthetic Skull CT Generation with Generative Adversarial Networks to Train Deep Learning Models for Clinical Transcranial Ultrasound Kasra Naftchi-Ardebili Karanpartap Singh Reza Pourabolghasem P. Ghanouni Gerald R. Popelka Kim Butts Pauly MedIm 11 0 0 01 Aug 2023
Regularizing Neural Networks with Meta-Learning Generative Models Shin'ya Yamaguchi Daiki Chijiwa Sekitoshi Kanai Atsutoshi Kumagai H. Kashima 44 4 0 26 Jul 2023
Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review Aghiles Kebaili J. Lapuyade-Lahorgue S. Ruan MedIm 21 142 0 24 Jul 2023
LatentAugment: Data Augmentation via Guided Manipulation of GAN's Latent Space L. Tronchin Minh H. Vu Paolo Soda Tommy Löfstedt 27 2 0 21 Jul 2023
Domain Transfer Through Image-to-Image Translation for Uncertainty-Aware Prostate Cancer Classification Meng Zhou A. Jamzad J. Izard A. Menard R. Siemens P. Mousavi MedIm 51 0 0 02 Jul 2023
MedAugment: Universal Automatic Data Augmentation Plug-in for Medical Image Analysis Zhaoshan Liu Qiujie Lv Yifan Li Ziduo Yang Leizhao Shen MedIm 32 13 0 30 Jun 2023
Brain tumor segmentation using synthetic MR images -- A comparison of GANs and diffusion models Muhammad Usman Akbar Måns Larsson Anders Eklund DiffM MedIm 20 29 0 05 Jun 2023
Physics-Informed Computer Vision: A Review and Perspectives C. Banerjee Kien Nguyen Clinton Fookes G. Karniadakis PINN AI4CE 34 29 0 29 May 2023
Diversify Your Vision Datasets with Automatic Diffusion-Based Augmentation Lisa Dunlap Alyssa Umino Han Zhang Jiezhi Yang Joseph E. Gonzalez Trevor Darrell DiffM 33 71 0 25 May 2023
Leveraging Generative AI Models for Synthetic Data Generation in Healthcare: Balancing Research and Privacy Aryan Jadon Shashank Kumar 14 41 0 09 May 2023
Optimizing the AI Development Process by Providing the Best Support Environment Taha Khamis Hamam Mokayed 9 0 0 29 Apr 2023
A Review of Deep Learning for Video Captioning Moloud Abdar Meenakshi Kollati Swaraja Kuraparthi Farhad Pourpanah Daniel J. McDuff ... Shuicheng Yan Abduallah A. Mohamed Abbas Khosravi Min Zhang Fatih Porikli 3DV 37 21 0 22 Apr 2023
Image retrieval outperforms diffusion models on data augmentation Max F. Burg F. Wenzel Dominik Zietlow Max Horn Osama Makansi Francesco Locatello Chris Russell VLM DiffM 45 16 0 20 Apr 2023
Physical Knowledge Enhanced Deep Neural Network for Sea Surface Temperature Prediction Yuxin Meng Feng Gao Eric Rigall Ran Dong Junyu Dong Q. Du 26 20 0 19 Apr 2023
Generative models improve fairness of medical classifiers under distribution shifts Ira Ktena Olivia Wiles Isabela Albuquerque Sylvestre-Alvise Rebuffi Ryutaro Tanno ... Danielle Belgrave Pushmeet Kohli Alan Karthikesalingam A. Cemgil Sven Gowal OOD MedIm 28 78 0 18 Apr 2023
Performance of GAN-based augmentation for deep learning COVID-19 image classification Oleksandr Fedoruk Konrad Klimaszewski Aleksander Ogonowski Rafal Mo.zd.zonek OOD MedIm 16 11 0 18 Apr 2023
Translating Simulation Images to X-ray Images via Multi-Scale Semantic Matching Jingxuan Kang Tudor Jianu Baoru Huang Binod Bhattarai Ngan Le Frans Coenen Anh Nguyen MedIm 26 1 0 16 Apr 2023
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation Yunqing Zhao Chao Du Milad Abdollahzadeh Tianyu Pang Min-Bin Lin Shuicheng Yan Ngai-man Cheung 23 19 0 15 Apr 2023
Synthetically Generating Human-like Data for Sequential Decision Making Tasks via Reward-Shaped Imitation Learning Bryan C. Brandt P. Dasgupta 26 1 0 14 Apr 2023
Generation of artificial facial drug abuse images using Deep De-identified anonymous Dataset augmentation through Genetics Algorithm (3DG-GA) Hazem Zein Loufrani Laurent R. Fournier A. Naït-Ali 37 0 0 12 Apr 2023
Synthetic Data in Healthcare Daniel J. McDuff Theodore R. Curran A. Kadambi MedIm SyDa 55 17 0 06 Apr 2023
Rapid prediction of lab-grown tissue properties using deep learning Allison E. Andrews H. Dickinson J. Hague AI4CE 17 1 0 31 Mar 2023
Instance-Conditioned GAN Data Augmentation for Representation Learning Pietro Astolfi Arantxa Casanova Jakob Verbeek Pascal Vincent Adriana Romero Soriano M. Drozdzal 26 6 0 16 Mar 2023
PSDNet: Determination of Particle Size Distributions Using Synthetic Soil Images and Convolutional Neural Networks javad Manashti Pouyan Pirnia Alireza Manashty Sahar Ujan Matthew Toews Franccois Duhaime 17 2 0 07 Mar 2023
Dissolving Is Amplifying: Towards Fine-Grained Anomaly Detection Jian Shi Pengyi Zhang Ni Zhang Hakim Ghazzai Y. Massoud MedIm 35 6 0 28 Feb 2023
PAC-Bayesian Generalization Bounds for Adversarial Generative Models S. Mbacke Florence Clerc Pascal Germain 27 8 0 17 Feb 2023
cGAN-Based High Dimensional IMU Sensor Data Generation for Enhanced Human Activity Recognition in Therapeutic Activities Mohammad Mohammadzadeh Ali Ghadami Alireza Taheri Saeed Behzadipour 21 0 0 16 Feb 2023
Knowledge-Guided Data-Centric AI in Healthcare: Progress, Shortcomings, and Future Directions Edward Y. Chang MedIm 16 6 0 27 Dec 2022
Co-supervised learning paradigm with conditional generative adversarial networks for sample-efficient classification Hao Zhen Yucheng Shi Jidong J. Yang Javad Mohammadpour Vehni GAN 19 1 0 27 Dec 2022
A Lightweight Reconstruction Network for Surface Defect Inspection Chao Hu Jian Yao Weijie Wu Weibin Qiu Liqiang Zhu 18 2 0 25 Dec 2022
Supervised Anomaly Detection Method Combining Generative Adversarial Networks and Three-Dimensional Data in Vehicle Inspections Yohei Baba Takuro Hoshi Ryosuke Mori Gaurang Gavai 24 0 0 22 Dec 2022
Graph-Regularized Manifold-Aware Conditional Wasserstein GAN for Brain Functional Connectivity Generation Yee-Fan Tan C. Ting Fuad M. Noman Raphaël C.-W. Phan H. Ombao MedIm 8 6 0 10 Dec 2022
Towards Better Long-range Time Series Forecasting using Generative Forecasting Shiyu Liu Rohan Ghosh Mehul Motani AI4TS 99 2 0 09 Dec 2022
Fair Generative Models via Transfer Learning Christopher T. H. Teo Milad Abdollahzadeh Ngai-man Cheung 21 24 0 02 Dec 2022
Deep Curvilinear Editing: Commutative and Nonlinear Image Manipulation for Pretrained Deep Generative Model Takehiro Aoshima Takashi Matsubara 42 4 0 26 Nov 2022
Extending Temporal Data Augmentation for Video Action Recognition Artjoms Gorpincenko Michal Mackiewicz ViT 29 4 0 09 Nov 2022