The novel gray-level co-occurrence matrix based cellular automata (GLCM-CA) for image transformation was proposed. We proposed Improved Tumor-Cut algorithm (ITC) to achieve the higher performance. State-of-the-art ITC and GLCM-CA were used for segmentation and evaluation. Dice quantitative evaluation metric was implemented on BRaTS2013 training and testing datasets.