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Implementation of discrete wavelet transform using lifting steps

机译:使用提升步骤实现离散小波变换

摘要

Compact and efficient hardware architectures for implementing lifting-based DWTs, including 1-D and 2-D versions of recursive and dual scan architectures. The 1-D recursive architecture exploits interdependencies among the wavelet coefficients by interleaving, on alternate clock cycles using the same datapath hardware, the calculation of higher order coefficients along with that of the first-stage coefficients. The resulting hardware utilization exceeds 90% in the typical case of a 5-stage 1-D DWT operating on 1024 samples. The 1-D dual scan architecture achieves 100% datapath hardware utilization by processing two independent data streams together using shared functional blocks. The 2-D recursive architecture is roughly 25% faster than conventional implementations, and it requires a buffer that stores only a few rows of the data array instead of a fixed fraction (typically 25% or more) of the entire array. The 2-D dual scan architecture processes the column and row transforms simultaneously, and the memory buffer size is comparable to existing architectures. The recursive and dual scan architectures can be readily extended to the N-D case.
机译:紧凑高效的硬件架构,用于实现基于提升的DWT,包括递归和双扫描架构的一维和二维版本。一维递归体系结构通过使用相同的数据路径硬件在备用时钟周期上交织高阶系数和第一级系数的计算,从而利用小波系数之间的相互依赖性。在对1024个样本进行操作的5级1-D DWT的典型情况下,最终的硬件利用率超过90%。一维双扫描架构通过使用共享功能块一起处理两个独立的数据流,实现了100%的数据路径硬件利用率。 2-D递归体系结构比常规实现快大约25%,并且它需要一个缓冲区,该缓冲区仅存储数据数组的几行,而不是整个数组的固定部分(通常为25%或更多)。 2-D双扫描架构同时处理列和行转换,并且内存缓冲区大小可与现有架构媲美。递归和双重扫描架构可以很容易地扩展到N-D情况。

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