Abstract: Highlights•A self-supervised surface reconstruction method for freehand 3D ultrasound imaging.•Dual novel geometric constraints optimize the signed distance functions end-to-end.•Adaptable to various anatomical structures and robust against noisy inputs.•Enhanced visual quality with smooth, continuous shape representations.
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