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Universidad Politécnica de Madrid, Instituto de Salud Carlos III
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Training with a full 27-frame sequence significantly boosts segmentation accuracy in low-contrast phases, but a well-chosen subset can achieve similar results with greater efficiency.
Temporal regularization can transform cardiac ultrasound analysis by enforcing consistent segmentations that align with clinical standards, all without the need for per-frame annotations.
