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通过用于电磁导航内窥镜检查的动画粒子滤波器实现稳健的内窥镜运动估计。

Robust endoscope motion estimation via an animated particle filter for electromagnetically navigated endoscopy.

作者信息

Mori Kensaku

出版信息

IEEE Trans Biomed Eng. 2014 Jan;61(1):85-95. doi: 10.1109/TBME.2013.2277609. Epub 2013 Aug 7.

Abstract

Electromagnetically navigated endoscopy, which is increasingly applied in endoscopic interventions, utilizes an electromagnetic sensor attached at the endoscope tip to measure the endoscope movements and to navigate the endoscope in the region of interest in the body. Due to patient motion and magnetic field distortion, sensor electromagnetic tracking (EMT) measurement inaccuracy and dynamic jitter errors remain challenging for electromagnetic navigation. This paper proposes a new tracking framework of an animated particle filter that integrates adaptive particle swarm optimization into a generic particle filter to significantly boost electromagnetic trackers. We validate our method on a dynamic phantom and compare it to state-of-the-art EMT methods. Our experimental results demonstrate the effectiveness and robustness of our method, which provides position and orientation accuracy of 2.48 mm, 4.69° that significantly outperformed previous methods at least with tracking error of 4.19 mm, 7.75°. The tracking smoothness was improved from 4.09 mm, 3.37° to 1.84 mm, 2.52°. Our method successfully tackled the particle impoverishment better than standard particle filters.

摘要

电磁导航内镜越来越多地应用于内镜干预,它利用附着在内镜尖端的电磁传感器来测量内镜的运动,并在人体感兴趣区域内导航内镜。由于患者的运动和磁场畸变,传感器电磁跟踪(EMT)测量的不准确性和动态抖动误差仍然是电磁导航面临的挑战。本文提出了一种新的动画粒子滤波器跟踪框架,该框架将自适应粒子群优化集成到通用粒子滤波器中,以显著提升电磁跟踪器。我们在动态模型上验证了我们的方法,并将其与最先进的EMT方法进行了比较。我们的实验结果证明了我们方法的有效性和鲁棒性,其提供的位置和方向精度分别为2.48毫米、4.69°,至少比之前方法的跟踪误差4.19毫米、7.75°有显著提高。跟踪平滑度从4.09毫米、3.37°提高到1.84毫米、2.52°。我们的方法比标准粒子滤波器更成功地解决了粒子贫化问题。

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