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This paper describes a novel framework for automatic segmentation of primary tumors and its boundary from brain MRIs using morphological filtering techniques. This method uses T2 weighted and T1 FLAIR images. This approach is very simple, more accurate and less time consuming than existing methods. This method is tested by fifty patients of different tumor types, shapes, image intensities, sizes and produced better results. The results were validated with ground truth images by the radiologist.doi:10.1109/bmei.2012.6512995 dblp:conf/bmei/AnandaT12 fatcat:4wuqodyw75djvpcxa7vxoskpi4