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only using the acquired 2D images without any external atlas images. Its self-supervision capability could accelerate HR US imaging. We have proposed and investigated a new deep learning-based algorithm for reconstructing HR 3D US images from sparely acquired 2D images. Significant improvement on through-plane resolution has been achieved by only using the acquired 2D images without any external atlas images. Its self-supervision capability could accelerate HR US imaging. Postnatal maternal anxiety is common (estimates as high as 40% pr