The PhD research entitled “Automatic Detection of Breast Cancer Microcalcifications in Digitized X-ray Mammograms” aims to develop a technique that is capable of analyzing mammogram images to provide accurate prediction and classification of suspicious regions in the mammogram images. This research can be a helpful tool to aid specialists in cancer diagnoses through mammogram image analysis.