Abstract: Highlights•Introducing a novel fetal pose estimation framework (FetusMapV2) in 3D ultrasound.•A heuristic GPU memory management for high-resolution inputs under limited resources.•Designing Pair Loss to improve model robustness in estimating fetal pose.•Driving shape prior based self-supervised learning scheme to refine the unseen poses.
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