The aim of this research is the development of a reliable tool to detect early signs of breast cancer in mammographic images. However, the specific techniques developed in this work, as well as the proposed methodology, can be adapted to detect other types of medical diseases. This initial chapter starts with a brief introduction about mammography and CAD systems. In addition, a general overview of the thesis is provided including the description of its structure.