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Reducing Execution Time in CT Angiography and Dynamic CT Brain Image Registration Through Code Optimisation

机译:通过代码优化减少CT血管造影和动态CT脑图像配准的执行时间

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In this paper we present a preliminary assessment of code optimisation for automatic intensity-based 3D image registration of dynamic CT (used for CT perfusion imaging) to CT angiography (CTA) images. This registration step is intended to be a pre-processing stage for an automated volumetric CT stroke image diagnosis system. The dynamic CT images were acquired with a gantry tilt and which has to be considered in the image registration step. We have previously shown that tilt correction can be performed implicitly and combined with intensity based registration to the CTA image. The processing time though, may hinder its usefulness in a clinical setting. Hence we show how the processing time can be reduced by around 75% simply by changing the implementation of trilinear interpolation in the registration algorithm. Some prospect for further improvement using GPUs is also touched upon.
机译:在本文中,我们对将动态CT(用于CT灌注成像)的基于强度的自动3D图像配准到CT血管造影(CTA)图像的代码优化进行了初步评估。该配准步骤旨在成为自动体积CT描边图像诊断系统的预处理阶段。动态CT图像是通过机架倾斜角度采集的,必须在图像配准步骤中加以考虑。先前我们已经表明,倾斜校正可以隐式执行,并且可以与基于强度的CTA图像配准相结合。但是,处理时间可能会妨碍其在临床环境中的实用性。因此,我们展示了如何简单地通过更改配准算法中三线性插值的实现方式将处理时间减少75%左右。还谈到了使用GPU进行进一步改进的一些前景。

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