Addressing Dataset Shift for Trustworthy Deep Learning Diagnostic Ultrasound Decision Support

Ultrasound (US) is the most widely used medical imaging modality due to its low cost, portability, real time imaging ability and use of non-ionizing radiation. However, unlike other imaging modalities such as CT or MRI, it is a heavily operator dependent, requiring trained expertise to leverage these benefits.Recently there has been an explosion of interest in AI across the medical community and many are turning to the growing trend of deep …