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This special issue aims to provide an environment for presenting the latest findings and ideas of researchers in the application of deep learning to improve ultrasound systems and automate the diagnosis of diseases. It covers topics such as ultrasound imaging, image processing, deep learning, echocardiography, high intensity focused ultrasound, compressive sensing, and temporal super-resolution. Manuscripts should be submitted online at www.mdpi.com before the deadline.