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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >A novel encoding algorithm for vector quantization using transformed codebook
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A novel encoding algorithm for vector quantization using transformed codebook

机译:一种使用变换码本进行矢量量化的新型编码算法

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摘要

In this paper, a novel encoding algorithm for vector quantization is presented. Our method uses a set of transformed codewords and partial distortion rejection to determine the reproduction vector of an input vector. Experimental results show that our algorithm is superior to other methods in terms of the computing time and number of distance calculations. Compared with available approaches, our method can reduce the computing time and number of distance Calculations significantly. Compared with the available best method of reducing the number of distance computations, Our approach can reduce the number of distance calculations by 32.3-67.1%, Compared with the best encoding algorithm for vector quantization, our method can also further reduce the computing time by 19.7-23.9%. The performance of our method is better when a larger codebook is used and is weakly correlated to codebook size.
机译:本文提出了一种新颖的矢量量化编码算法。我们的方法使用一组变换的码字和部分失真抑制来确定输入向量的再现向量。实验结果表明,该算法在计算时间和距离计算数量上均优于其他方法。与现有方法相比,我们的方法可以显着减少计算时间和距离计算次数。与可用的减少距离计算数量的最佳方法相比,我们的方法可以将距离计算数量减少32.3-67.1%;与最佳的矢量量化编码算法相比,我们的方法还可以进一步减少计算时间19.7 -23.9%。当使用较大的密码本时,我们的方法的性能更好,并且与密码本大小之间的相关性很弱。

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