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Fast projection/backprojection and incremental methods applied to synchrotron light tomographic reconstruction

机译:适用于同步灯断层切断重建的快速投影/反调和增量方法

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摘要

Iterative methods for tomographic image reconstruction have the computational cost of each iteration dominated by the computation of the (back) projection operator, which take roughly O(N-3) floating point operations (flops) for N x N pixels images. Furthermore, classical iterative algorithms may take too many iterations in order to achieve acceptable images, thereby making the use of these techniques unpractical for high-resolution images. Techniques have been developed in the literature in order to reduce the computational cost of the (back) projection operator to O(N-2 logN) flops. Also, incremental algorithms have been devised that reduce by an order of magnitude the number of iterations required to achieve acceptable images. The present paper introduces an incremental algorithm with a cost of O(N-2 logN) flops per iteration and applies it to the reconstruction of very large tomographic images obtained from synchrotron light illuminated data.
机译:断层图像重建的迭代方法具有由(背部)投影算子的计算支配的每个迭代的计算成本,该计算成本为N X N像素图像采用大致O(n-3)浮点操作(絮)。 此外,经典迭代算法可能需要太多的迭代以实现可接受的图像,从而利用这些技术对高分辨率图像的不实验性。 已经在文献中开发了技术,以便将(背部)投影运算符的计算成本降低到O(n-2 logn)絮凝物。 此外,已经设计了增量算法,以达到可接受图像所需的迭代次数减少。 本文介绍了一种增量算法,每个迭代的O(n-2 logn)拖鞋的成本,并将其应用于从同步射击灯照射数据获得的非常大的断层图像的重建。

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