Under the supervision of Prof. Klyushin Dmitrii, we provided significant improvements to the non-invasive, radiation-free approach on diagnosing Breast Cancer by Boroday et al. that analyses the optical density of the Interphase Nuclei of Buccal Epithelium. The proposed method of locally fusing CNN features with with hand-crafted features (i.e. local fractal dimension) allowed us to achieve good results with limited amount of data.