Since the era of deep learning, convolutional neural networks (CNNs) and vision
transformers (ViTs) have been extensively studied and widely used in medical image …

This paper addresses the significant problem of identifying the relevant background and
contextual literature related to deep learning (DL) as an evolving technology in order to …

Lung diseases are the third-leading cause of mortality in the world. Due to compromised
lung function, respiratory difficulties, and physiological complications, lung disease brought …

COVID-19, which is caused by the severe acute respiratory syndrome coronavirus 2 (SARS-
CoV-2), is one of the worst pandemics in recent history. The identification of patients …

Lung abnormalities are among the significant contributors to morbidity and mortality
worldwide. It induces symptoms like coughing, sneezing, fever, breathlessness, etc., which …

Abstract According to the World Health Organization, millions of infections and a lot of
deaths have been recorded worldwide since the emergence of the coronavirus disease …

Featured Application Despite their reported high accuracy, a significant limitation of current
AI-assisted COVID-19 diagnostic models is that they are often trained on datasets sourced …

Pneumonia is a form of acute respiratory infection affecting the lungs. Symptoms of viral and
bacterial pneumonia are similar. Rapid diagnosis of the disease is difficult, since …

At present, medical image classification algorithm plays an important role in clinical
diagnosis. However, due to the scarcity of data labels, small sample size, uneven …

In the global outbreak of corona-virus disease (COVID-19), it is of foremost priority to find an
efficient and faster diagnosis method to reduce the transmission rate of the COVID-19 …