The recent advances in deep learning have revolutionised computer-aided diagnosis medical imaging. However, approaches to unveil their full potential require significant amounts of data, which can be a challenging task some scientific fields, such as musculoskeletal ultrasound imaging, data privacy and security reasons lead important limitations the acquisition distribution process patients’ da...