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A Non-rigid Registration Framework That Accommodates Resection and Retraction

机译:适应于切除和撤回的非刚性注册框架

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摘要

Traditional non-rigid registration algorithms are incapable of accurately registering intra-operative with pre-operative images whenever tissue has been resected or retracted. In this work we present methods for detecting and handling retraction and resection. The registration framework is based on the bijective Demons algorithm using an anisotropic diffusion smoother. Retraction is detected at areas of the deformation field with high internal strain and the estimated retraction boundary is integrated as a diffusion boundary in the smoother to allow discontinuities to develop across the resection boundary. Resection is detected by a level set method evolving in the space where image intensities disagree. The estimated resection is integrated into the smoother as a diffusion sink to restrict image forces originating inside the resection from being diffused to surrounding areas. In addition, the deformation field is continuous across the diffusion sink boundary which allow us to move the boundary of the diffusion sink without changing values in the deformation field (no interpolation or extrapolation is needed). We present preliminary results on both synthetic and clinical data which clearly shows the added value of explicitly modeling these processes in a registration framework.
机译:每当组织被切除或缩回时,传统的非刚性配准算法就无法准确地将术中图像与术前图像配准。在这项工作中,我们提出了用于检测和处理回缩和切除的方法。配准框架基于使用各向异性扩散平滑器的双射恶魔算法。在内部应变较高的变形场区域检测到缩回,并且将估计的缩回边界整合为平滑器中的扩散边界,以允许在整个切除边界处出现不连续性。切除是通过在图像强度不一致的空间中发展的水平集方法来检测的。估计的切除区域作为扩散槽整合到平滑器中,以限制源自切除区域内部的图像力扩散到周围区域。此外,变形场在扩散槽边界上是连续的,这使我们能够移动扩散槽的边界而无需更改变形场中的值(不需要插值或外推)。我们提供有关合成和临床数据的初步结果,这些结果清楚地表明了在注册框架中明确建模这些过程的附加价值。

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