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Ultrasound-guided robotic percutaneous puncture for liver tumors with respiratory gating via attention-enhanced Siamese networks

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Background and objective: Accurate and safe needle insertion is critical in abdominal percutaneous interventions, particularly for liver-targeted procedures. Respiratory-induced organ motion presents a major challenge to precisio... ...