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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 × 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~2logN) 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~2logN) 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)投影算子的计算所在的每个迭代的计算成本,其对于N×N像素图像的大致o(n〜3)浮点操作(闪光)。 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,以将(背部)投影运算符的计算成本降低到O(n〜2Logn)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,其迭代的O(n〜2Logn)拖鞋的成本,并将其应用于从同步光照射数据获得的非常大的断层图像的重建。

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