Clustering algorithms are widely used to segment medical images. However, these techniques difficult perform, especially in brain magnetic resonance images (MRI), given the complexity of anatomical structure tissue, in-homogeneity pixel intensity images, and partial volume noise effects. This will cause algorithm fall into local minima problem; for this reason, it is recommended improve such cl...