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A unified projection method for fast search of vector quantization

机译:矢量量化快速搜索的统一投影方法

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摘要

Vector quantization (VQ) is a famous asymmetric signal compression method. In VQ, the search process to find the winner for an input vector is extremely time consuming due to a lot of k-dimensional Euclidean distance computations. This property of VQ constrains its practical applications to some extent. In order to speed up the search process of VQ, a unified projection method is proposed in this letter to reject a candidate code vector by a lighter computational burden. This method is universal because it can unify several types of previous works through suitably selecting a projection axis. Furthermore, two criteria for how to select an optimal projection axis for a code vector are proven mathematically, which are most important because they demonstrate the direction for a potential improvement to the search efficiency of VQ. Experimental results of VQ encoding show that the proposed method is very search effective.
机译:矢量量化(VQ)是一种著名的不对称信号压缩方法。在VQ中,由于进行了大量的k维欧几里德距离计算,因此寻找输入向量优胜者的搜索过程非常耗时。 VQ的此属性在某种程度上限制了其实际应用。为了加快VQ的搜索过程,提出了一种统一的投影方法,以减轻计算负担,拒绝候选代码矢量。这种方法是通用的,因为它可以通过适当选择投影轴来统一多种先前的作品。此外,关于如何为代码向量选择最佳投影轴的两个标准在数学上得到了证明,这是最重要的,因为它们表明了可能改善VQ搜索效率的方向。 VQ编码的实验结果表明,该方法具有很好的搜索效果。

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