保护小波提升变换

G. Redinbo, Cung Nguyen
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引用次数: 0

摘要

小波变换是图像处理和数据压缩中许多应用的核心。它们有一组多速率滤波器,很难防止计算机引起的数值错误。提出了一种有效的基于算法的容错方法来检测输出数据中的算术错误。并发加权奇偶校验值用于检测变换结构中单个数值误差的影响。奇偶校验计算使用加权的数据和,其中输入奇偶校验权重与输出数据上使用的权重相关。每个奇偶性计算都被恰当地视为加权值和数据之间的内积,这些数据激发了与描述误差传播到输出的误差增益矩阵相关的对偶空间函数的使用。奇偶权值由对偶空间泛函的组合定义。评估奇偶权设计的迭代程序已纳入Matlab代码。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Protecting wavelet lifting transforms
Wavelet transforms are the central to many applications in image processing and data compression. They have banks of multirate filters that are difficult to protect from computer-induced numerical errors. An efficient algorithm-based fault tolerance approach is proposed for detecting arithmetic errors in the output data. Concurrent weighted parity values are designed to detect the effects of a single numerical error within the transform structure. The parity calculations use weighted sums of data, where the input parity weighting is related to the weighting used on the output data. Each parity computation is properly viewed as an inner product between weighting values and the data motivating the use of dual space functionals related to the error gain matrices that describe error propagations to the output. The parity weighting values are defined by a combination of dual space functionals. An iterative procedure for evaluating the design of the parity weights has been incorporated in Matlab code.
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