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医療ロボティクスarXiv:1705.05904

組織運動を補償する自律超音波スキャンによる腫瘍位置推定

Motion-Compensated Autonomous Scanning for Tumour Localisation using Intraoperative Ultrasound

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da Vinci Research Kitを用い、組織の動きを学習して補償しながら最適軌道で自律的に超音波スキャンし、腫瘍位置を推定するシステムを提案した。

著者: Lin Zhang, Menglong Ye, Stamatia Giannarou, Philip Pratt, Guang-Zhong Yang

分類: cs.RO

原文アブストラクト

Intraoperative ultrasound facilitates localisation of tumour boundaries during minimally invasive procedures. Autonomous ultrasound scanning systems have been recently proposed to improve scanning accuracy and reduce surgeons' cognitive load. However, current methods mainly consider static scanning environments typically with the probe pressing against the tissue surface. In this work, a motion-compensated autonomous ultrasound scanning system using the da Vinci Research Kit (dVRK) is proposed. An optimal scanning trajectory is generated considering both the tissue surface shape and the ultrasound transducer dimensions. A robust vision-based approach is proposed to learn the underlying tissue motion characteristics. The learned motion model is then incorporated into the visual servoing framework. The proposed system has been validated with both phantom and ex vivo experiments using the ground truth motion data for comparison.

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