Brain tumors are abnormal tissue growths within the brain that can lead to death. The components of a brain tumor can be classified into background, enhancing tumor, peritumoral edema, and non-enhancing tumor, which are identified in three-dimensional Magnetic Resonance Imaging (MRI) scans. The separation of these components can be achieved through automatic segmentation. This study proposes a …