A method and system for Computer Aided Detection (CAD) of abnormalities in X-ray images in which the features and/or criteria used in the CAD analysis are displayed as coded descriptors on the digital image of the X-ray to provide an indication to a user of the basis underlying the identification of a particular abnormality therefore increasing the reliability of a diagnosis established by the user.