Breast cancer is the most common malignant tumor in women. Advances in ultrasound technology have improved the diagnostic level of sonographers. Radiomics high-throughput mining of microscopic features of images is promising to help sonographers further improve the diagnostic accuracy of breast cancer. This article reviewed the progress of research on ultrasound- radiomics of multiple modalities in the preoperative diagnosis of breast cancer.