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Breast cancer has become a global problem. Though concerns regarding early detection and accurate diagnosis have been raised, continued efforts are required for the development of precision medicine. In the past years, the area of medicinal imaging has seen an unprecedented growth that has led to an advancement of radiomics, which provides countless quantitative biomarkers extracted from modern diagnostic images, including a detailed tumor characterization of breast malignancy. In this review, we have presented the methodology and imple