AI-Powered Detection of COVID-19 and Lung Diseases from Chest X-Rays: Boosting Accuracy with CNNs and Top-K Algorithms
The COVID-19 epidemic has highlighted the need for easier and more precise diagnoses. Traditional techniques, such as PCR tests, are helpful but can be time-consuming and laborious. In order to further enhance picture quality, this study presents a novel method for identifying COVID-19 and other lung disorders utilizing chest X-rays, convolutional neural networks (CNNs), and histogram equalization. The 1 823 X-ray pictures in the collection were divided into three categories: regular, COVID-19-positive, and additional lung infections. Based on the combination of CNN