GAN-Based Novel Approach for Data Augmentation with Improved Disease Classification

Abstract

Deep learning, via Convolutional Neural Network (CNN) models, has had significant breakthroughs and achievements in image classification tasks where there is a sufficient amount of annotated data. Generally, medical image datasets are highly imbalanced, and training...