Breast cancer must be detected early to reduce the mortality rate. Ultrasound images can make it easier for clinician diagnose cases of dense breasts. This study presents a deep vision transformer-based approach predicting breast malignancy scores from ultrasound images. In particular, various state-of-the-art transformers such as BEiT, CaiT, Swin, XCiT, and Vis-Former are adapted trained extra...