We applied knowledge based clustering to MR slices of the brain to classify them into normal/abnormal cases. Tissue models are used for classification and labeling of normal slices. Since tissues in abnormal slices are subject to a wide variety of deformations [8], the added power of knowledge based clustering is used to achieve tissue labeling of abnormal slices.