Nodule classification is a critical process in medical imaging, used to determine the nature and potential malignancy of nodules, particularly in the lungs, by analyzing their size, shape, and other radiological features. Accurate classification aids in early diagnosis and appropriate treatment planning, reducing unnecessary interventions and improving patient outcomes.