COVID 19 Chest X Ray

Chest X-ray analysis for COVID-19 detection uses machine learning, primarily deep learning models like EfficientNet and convolutional neural networks (CNNs), to identify characteristic patterns indicative of the disease. Research focuses on improving diagnostic accuracy through techniques such as self-supervised learning, addressing data imbalances and spurious correlations within datasets, and optimizing model architectures for better generalization. These advancements aim to provide a rapid, cost-effective, and accessible supplementary diagnostic tool, potentially aiding in early detection and efficient management of COVID-19 and other respiratory illnesses.