系统化全局计算问题的理论

W. Liu, R. Cavin, T. Hughes
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引用次数: 0

摘要

提出了一种理论,用于光栅化一类二维问题,包括信号/图像处理、计算机视觉和线性代数。栅格化理论是由多维洗牌交换网络(mDSE)和多维蝴蝶网络(mDBN)之间的同构关系指导的。许多重要的多维信号处理问题可以在mDSE上求解,求解时间接近已知的理论下界。mDSE和mDBN之间的同构性是通过将mDSE解转换为等价的mDBN解来实现的。开发了一种光栅化mDBN解决方案的方法。事实证明,并非所有的mD算法都可以栅格化。给出了算法栅格化的一个充分条件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Theory for systolizing global computational problems
A theory is presented for rasterizing a class of two-dimensional problems including signal/image processing, computer vision, and linear algebra. The rasterization theory is steered by an isomorphic relationship between the multidimensional shuffle-exchange network (mDSE) and the multidimensional butterfly network (mDBN). Many important multidimensional signal-processing problems can be solved on a mDSE with a solution time approaching known theoretical lower bounds. The isomorphism between mDSE and mDBN is exploited by transforming and mDSE solution into its equivalent mDBN solution. A methodology for rastering the mDBN solution is developed. It turns out that not all mD algorithms can be rasterized. A sufficient condition for algorithm rasterization is given.<>
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