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首页> 外文期刊>Biocybernetics and biomedical engineering >A rapid algebraic 3D volume image reconstruction technique for cone beam computed tomography
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A rapid algebraic 3D volume image reconstruction technique for cone beam computed tomography

机译:锥形光束计算机断层扫描的快速代数3D体积图像重构技术

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摘要

Abstract Computed tomography (CT) is a widely used imaging technique in medical diagnosis. Among the latest advances in CT imaging techniques, the use of cone-beam X-ray projections, instead of the usual planar fan beam, promises faster yet safer 3D imaging in comparison to the previous CT imaging methodologies. This technique is called Cone Beam CT (CBCT). However, these advantages come at the expense of a more challenging 3D reconstruction problem that is still an active research area to improve the speed and quality of image reconstruction. In this paper, we propose a rapid parallel Multiplicative Algebraic Reconstruction Technique (rpMART) via a vectorization process for CBCT which gives more accurate and faster reconstruction even with a lower number of projections via parallel computing. We have compared rpMART with the parallel version of Algebraic Reconstruction Technique (pART) and the conventional non-parallel versions of npART, npMART and Feldkamp, Davis, and Kress (npFDK) techniques. The results indicate that the reconstructed volume images from rpMART provide a higher image quality index of 0.99 than the indices of pART and npFDK of 0.80 and 0.39, respectively. Also the proposed implementation of rpMART and pART via parallel computing significantly reduce the reconstruction time from more than 6h with npART and npMART to 580 and 560s with the full 360° projections data, respectively. We consider that rpMART could be a better image reconstruction technique for CBCT in clinical applications instead of the widely used FDK method.
机译:摘要计算机断层扫描(CT)是医学诊断中广泛使用的成像技术。在CT成像技术的最新进展中,与先前的CT成像方法相比,使用锥形光束X射线突起而不是通常的平面风扇束,而不是通常的平面风扇束。该技术称为锥形光束CT(CBCT)。然而,这些优点是牺牲了一个更具挑战性的3D重建问题,这仍然是提高图像重建的速度和质量的积极研究领域。在本文中,我们通过CBCT的矢量化过程提出了一种快速并行乘法代数重建技术(RPMart),即使通过并行计算的凸起数量的凸起,也可以提供更准确和更快的重建。我们将RPMart与RPMart与并行版本的代数重建技术(部分)和NPART,NPMART和FELDKAMP,DAVIS和kress(NPFDK)技术的并行版本进行了比较。结果表明,RPMart的重建体积图像分别提供0.99的更高图像质量指数,而不是0.80和0.39的部分和NPFDK的指标。此外,通过并行计算的RPMart和部分的建议实现显着将重建时间与NPART和NPMART分别具有完整的360°投影数据的NPART和560s的重建时间将重建时间从60多到580分别降低。我们认为RPMart可能是临床应用中CBCT更好的图像重建技术,而不是广泛使用的FDK方法。

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