The idea of computer systems aiding radiologists to detect breast cancer is not recent [191]. However, the nowadays rapid development of full digital mammographic systems has being accompanied by the natural increase of such systems. A Computer-Aided System (CAD) is a set of automatic or semiautomatic tools developed to assist radiologists in the detection and or evaluation of mammographic images [13,52].