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Automatic Pre- to Intra-Operative CT Registration for Image-Guided Cochlear Implant Surgery

机译:图像引导式人工耳蜗手术的术前至术中自动CT定位

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摘要

Percutaneous cochlear implantation (PCI) is a minimally-invasive image-guided cochlear implant approach, where access to the cochlea is achieved by drilling a linear channel from the skull surface to the cochlea. The PCI approach requires pre- and intra-operative planning. Computation of a safe linear drilling trajectory is performed in a preoperative CT. This trajectory is mapped to intraoperative space using the transformation matrix that registers the pre- and intra-operative CTs. However, the difference in orientation between the pre- and intra-operative CTs is too extreme to be recovered by standard, gradient descent-based registration methods. Thus far, the registration has been initialized manually by an expert. In this paper, we present a method that aligns the scans completely automatically. We compared the performance of the automatic approach to the registration approach when an expert does the manual initialization on 11 pairs of scans. There is a maximum difference of 0.18 mm between the entry and target points of the trajectory mapped with expert initialization and the automatic registration method. This suggests that the automatic registration method is accurate enough to be used in a PCI surgery.
机译:经皮人工耳蜗(PCI)是一种微创图像引导的人工耳蜗植入方法,通过钻探从颅骨表面到人工耳蜗的线性通道可以进入人工耳蜗。 PCI方法需要术前和术中计划。在术前CT中进行安全线性钻孔轨迹的计算。使用记录术前和术中CT的转换矩阵将该轨迹映射到术中空间。但是,术前CT和术中CT之间的方向差异太大,以致于无法通过标准的基于梯度下降的配准方法进行恢复。到目前为止,注册已由专家手动初始化。在本文中,我们提出了一种完全自动对齐扫描的方法。当专家对11对扫描进行手动初始化时,我们将自动方法与配准方法的性能进行了比较。通过专家初始化和自动套准方法映射的轨迹的入口点和目标点之间的最大差值为0.18 mm。这表明自动配准方法足够精确,可用于PCI手术。

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