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直接傅里叶反演重建算法在计算层析成像中的应用

Direct Fourier Inversion Reconstruction Algorithm for Computed Laminography.

出版信息

IEEE Trans Image Process. 2016 May;25(5):2368-78. doi: 10.1109/TIP.2016.2546547.

Abstract

Synchrotron radiation computed laminography (CL) was developed to complement the conventional computed tomography as a non-destructive 3D imaging method for the inspection of flat thin objects. Recent progress in hardware at synchrotron sources allows one to record internal evolution of specimens at the micrometer scale and sub-second range but also requires increased reconstruction speed to follow structural changes online. A 3D image of the sample interior is usually reconstructed by the well-established filtered backprojection (FBP) approach. Despite of a great success in the reduction of reconstruction time via parallel computations, the FBP algorithm still remains a time-consuming procedure. A promising way to significantly shorten computation time is to directly perform backprojection in frequency domain (a direct Fourier inversion approach). The corresponding algorithms are rarely considered in the literature because of a poor performance or inferior reconstruction quality resulted from inaccurate interpolation in Fourier domain. In this paper, we derive a Fourier-based reconstruction equation designed for the CL scanning geometry. Furthermore, we outline the translation of the continuous solution to a discrete version, which utilizes 3D sinc interpolation. A projection resampling technique allowing for the reduction of the expensive interpolation to its 1D version is proposed. A series of numerical experiments confirms that the resulting image quality is well comparable with the FBP approach while reconstruction time is drastically reduced.

摘要

同步辐射计算层析成像(CL)的发展是为了补充传统的计算机断层扫描,作为一种非破坏性的 3D 成像方法,用于检查平板薄物体。同步辐射源硬件的最新进展使得人们能够在微米尺度和亚秒范围内记录标本的内部演变,但也需要提高重建速度以在线跟踪结构变化。通过建立良好的滤波反投影(FBP)方法通常可以重建样品内部的 3D 图像。尽管通过并行计算在减少重建时间方面取得了巨大成功,但 FBP 算法仍然是一个耗时的过程。一种有希望的方法是直接在频域中进行反投影(直接傅里叶反演方法),从而显著缩短计算时间。由于在傅里叶域中插值不准确而导致性能较差或重建质量较差,因此文献中很少考虑相应的算法。在本文中,我们推导了一个基于傅里叶的重建方程,用于 CL 扫描几何。此外,我们概述了将连续解转换为离散版本的过程,该版本利用了 3D sinc 插值。提出了一种投影重采样技术,允许将昂贵的插值减少到其 1D 版本。一系列数值实验证实,所得图像质量与 FBP 方法相当,而重建时间则大大缩短。

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