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A parallel implementation of the 2-D discrete wavelet transform without interprocessor communications

机译:无需处理器间通信的二维离散小波变换的并行实现

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The discrete wavelet transform is currently attracting much interest among researchers and practitioners as a powerful tool for a wide variety of digital signal and imaging processing applications. This article presents an efficient approach to compute the two-dimensional (2-D) discrete wavelet transform in standard form on parallel general-purpose computers. This approach does not require transposition of intermediate results and avoids interprocessor communication. Since it is based on matrix-vector multiplication, our technique does not introduce any restriction on the size of the input data or on the transform parameters. Complete use of the available processor parallelism, modularity, and scalability are achieved. Theoretical and experimental evaluations and comparisons are given with respect to traditional parallelization.
机译:离散小波变换作为一种强大的工具,正在广泛的数字信号和成像处理应用中,引起了研究人员和从业者的极大兴趣。本文提出了一种有效的方法,可以在并行通用计算机上以标准形式计算二维(2-D)离散小波变换。这种方法不需要转换中间结果,并且避免了处理器间的通信。由于它基于矩阵矢量乘法,因此我们的技术不会对输入数据的大小或变换参数造成任何限制。完全利用了可用的处理器并行性,模块化和可伸缩性。相对于传统的并行化,进行了理论和实验评估以及比较。

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