The main purpose of the Medical image segmentation is to distinguish between different objects in a given and to label each pixel with its underlying class. Image segmentation is very important to image preprocessing and patter recognition, such as feature quantification, image registration 3D reconstruction and etc. In this thesis, the brain magnetic resonance (MR)
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