In every part of the world, lung disease is a major issue. Early lung disease identification is crucial. A variety of deep learning techniques, such as convolutional neural networks (CNNs), Visual Geometry Group (VGG) networks, capsule networks, and traditional neural networks, are commonly employed for predicting lung diseases. Since the emergence of the novel COVID-19, extensive research has been conducted to explore its ability to make precise predictions. Given that many fatalities were attributed to severe chest congestion, Pneumonia an early-stage lung condition is likely closely associated with COVID-19 (pneumonic condition). Medical professionals may find it difficult to differentiate COVID-19 from other lung diseases, such as Pneumonia.