Medical image segmentation emerging as a pivotal tool for enhanced imaging analysis. By employing sophisticated algorithms and machine learning techniques, medical image segmentation enables the precise extraction of anatomical structures from complex imaging data. This process not only enhances the visualization of critical structures but also facilitates accurate diagnosis of abnormalities.