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State Estimation for MRI-Actuated Catheters via Catadioptric Stereo Camera

机译:折反射式立体摄像机对MRI驱动的导管的状态估计

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摘要

An MRI-actuated catheter is a novel robotic catheter system that utilizes the MR scanner for both remote steering and catheter tracking. In order to develop the mathematical model and the planning algorithm of the catheter in parallel to the MR tracking system, an alternative catheter tracking method is needed. This paper presents a catheter tracking algorithm based on the particle filter and the catadioptric camera system. The motion model of the particle filter is based on the quasi-static kinematics of the catheter. The measurement model calculates the weights of the particles according to the normalized cross-correlation of the segmented image from camera and a virtual rendering of the catheter. The efficacy of the tracking algorithm is demonstrates via experimental results.
机译:MRI驱动的导管是一种新颖的机器人导管系统,该系统利用MR扫描仪进行远程操纵和导管跟踪。为了开发与MR跟踪系统并行的导管的数学模型和规划算法,需要一种替代的导管跟踪方法。本文提出了一种基于粒子滤波和反射折射相机系统的导管跟踪算法。粒子过滤器的运动模型基于导管的准静态运动学。测量模型根据来自相机的分割图像的标准化互相关和导管的虚拟渲染来计算粒子的权重。实验结果证明了跟踪算法的有效性。

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