ロボット手術における多関節器具のリアルタイム3Dトラッキング
Real-time 3D Tracking of Articulated Tools for Robotic Surgery
器具のCADモデルとロボット運動学を活用し、オンラインで部位別テンプレートを生成して2Dマッチングと3D姿勢推定を行うことで、多関節手術器具をリアルタイムに追跡する手法を提案した。
著者: Menglong Ye, Lin Zhang, Stamatia Giannarou, Guang-Zhong Yang
分類: cs.CV, cs.RO
原文アブストラクト
In robotic surgery, tool tracking is important for providing safe tool-tissue interaction and facilitating surgical skills assessment. Despite recent advances in tool tracking, existing approaches are faced with major difficulties in real-time tracking of articulated tools. Most algorithms are tailored for offline processing with pre-recorded videos. In this paper, we propose a real-time 3D tracking method for articulated tools in robotic surgery. The proposed method is based on the CAD model of the tools as well as robot kinematics to generate online part-based templates for efficient 2D matching and 3D pose estimation. A robust verification approach is incorporated to reject outliers in 2D detections, which is then followed by fusing inliers with robot kinematic readings for 3D pose estimation of the tool. The proposed method has been validated with phantom data, as well as ex vivo and in vivo experiments. The results derived clearly demonstrate the performance advantage of the proposed method when compared to the state-of-the-art.
関連論文
- LapaTrack-3D:腹腔鏡手術のための術前形状を用いた6自由度トラッキング手術支援/トラッキング
