首页> 外文会议>International symposium on multispectral image processing and pattern recognition;MIPPR 2009 >Multi-core parallel reconstruction method for cone-beam computed tomography
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Multi-core parallel reconstruction method for cone-beam computed tomography

机译:锥束计算机断层扫描的多核并行重建方法

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摘要

In the application of nondestructive testing and evaluation, this paper mainly deals with the problem of improving the image reconstruction speed in cone beam computed tomography (CBCT). FDK algorithm is a time costing method for CBCT image reconstruction, due to the voluminous data and long operating process. With the help of data organization and task distribution, we improved the SIMD instructions in Z-line data first reconstruction algorithm, which is an improved method based on the FDK algorithm. And then, we run it parallelized with multi-core technology and a certain divide-and-conquer strategy to get a fast reconstruction speed in CBCT. Finally, we evaluate the effectiveness of our method from a numerical test of a blade model on an 8-core computer with four channel memory. Our method has got a considerable speedup ratio of 217.22 to the FDK algorithm, and implemented the back-projection process of reconstructing the inscribed cylinder of 5123 reconstruction space in about 30 seconds. It has got the same image quality with the Z-line data first method, which retains the computational precision with FDK algorithm. Basically, our method has met the requirement of real-time reconstruction.
机译:在无损检测与评估的应用中,本文主要针对提高锥束计算机断层扫描(CBCT)中图像重建速度的问题。由于数据量大和操作过程长,FDK算法是一种用于CBCT图像重建的时间成本计算方法。借助数据组织和任务分配,我们改进了Z线数据优先重构算法中的SIMD指令,这是基于FDK算法的改进方法。然后,我们将其与多核技术和特定的分而治之策略并行运行,以在CBCT中获得快速的重建速度。最后,我们在具有四通道内存的8核计算机上通过刀片模型的数值测试评估了我们方法的有效性。我们的方法对FDK算法的加速比高达217.22,并且在大约30秒内实现了对5123重构空间的内接圆柱体的反投影过程。它具有与Z线数据优先方法相同的图像质量,保留了FDK算法的计算精度。基本上,我们的方法已经满足了实时重建的要求。

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