A comparison of codebook generation techniques for vector quantization

R. Sproull, I. Sutherland
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引用次数: 3

Abstract

The paper examines tradeoffs between speed and quality of codebook/generation algorithms and offers new ways to produce excellent codebooks with only modest computation cost. It compares the performance of four algorithms for constructing codebooks. The LBG method of Linde, Buzo, and Gray (1980) produces the best codebooks but requires the most computation. The method by Equitz (1987, 1989) produces codebooks nearly as good and requires somewhat less computation. It describes a new method based on eigenvector subdivision that produces useable codebooks in a fraction of the computational effort of either of the other methods. A fourth hybrid method yields very good codebooks with modest computation by using the eigenvector subdivision method to obtain a first approximation that is refined with LBG optimization.<>
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矢量量化的码本生成技术的比较
本文研究了码本/生成算法的速度和质量之间的权衡,并提供了以适度的计算成本生成优秀码本的新方法。比较了四种构造码本的算法的性能。Linde, Buzo和Gray(1980)的LBG方法产生了最好的码本,但需要最多的计算。Equitz(1987, 1989)的方法产生的密码本几乎一样好,而且需要的计算量少一些。它描述了一种基于特征向量细分的新方法,该方法产生可用的码本的计算工作量是其他方法的一小部分。第四种混合方法通过使用特征向量细分方法获得通过LBG优化改进的第一近似,以适度的计算产生非常好的码本。
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