首页> 外文会议>2013 IEEE Nuclear Science Symposium and Medical Imaging Conference >Acceleration of filtered back-projection algorithm for 3D cone-beam CT reconstruction using parallel computation
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Acceleration of filtered back-projection algorithm for 3D cone-beam CT reconstruction using parallel computation

机译:并行计算加速3D锥束CT重建的滤波反投影算法

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Filtered back-projection (FBP) is the most commonly used reconstruction method for computed tomographic image reconstruction due to its practicality in comparison with other computationally demanding methods. However, the FBP is still a very computationally expensive algorithm to implement, given that real world data obtained from CT machine are relatively large. Memory management and arithmetic computation of the FBP algorithm on conventional PC-based sequential executions still pose challenges in terms of computation time required for demanding diagnostic requirements. In this work, we propose and develop an approach for GPU-based implementation of the FBP algorithm that fully utilizes the parallel computing power of the graphic processing unit (GPU). We confirmed that the computation performance is significantly improved by applying our proposed approach with actual data obtained from our in-house dental CBCT machine called DentiiScan. The experiments show that we are able to achieve up to 80 times of computation time reduction.
机译:滤波反投影(FBP)是计算机断层扫描图像重建中最常用的重建方法,因为与其他对计算要求较高的方法相比,它的实用性。但是,考虑到从CT机获得的真实数据相对较大,FBP仍然是实现计算上非常昂贵的算法。在常规的基于PC的顺序执行中,FBP算法的内存管理和算术计算仍然在要求苛刻的诊断要求所需的计算时间方面提出了挑战。在这项工作中,我们提出并开发了一种基于GPU的FBP算法实现方法,该方法充分利用了图形处理单元(GPU)的并行计算能力。我们证实,通过将我们提出的方法与从我们的内部牙科CBCT机器DentiiScan获得的实际数据相结合,可以显着提高计算性能。实验表明,我们能够实现多达80倍的计算时间缩减。

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