Lung cancer is a common and severe lung disease that poses a significant threat to health. However, early detection of lung cancer in patients significantly increases their chances of successful treatment. Therefore, leveraging and developing deep learning, which has demonstrated exceptional performance in the medical field, for lung cancer diagnosis is a matter of urgency.Recently, deep learning has started to make its mark in various fields, especially in the medical field where many success stories have emerged.