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Fast Codebook Search Algorithm for Vector Quantization using Sorting Technique

机译:使用排序技术的矢量量化快速码本搜索算法

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In this paper we propose partial yet efficient codebook search algorithm which uses sorting technique and uses only comparison. Our proposed algorithm does not use Euclidean distance computation and hence it is fastest as compared to other search methods ES, HOSM, DTPC. Form the results it is observed that proposed algorithm gives more MSE as compared to the exhaustive search method but with good execution speed. We also discuss codebook design methods LBG and FCG. The codebooks of different sizes 128, 256, 512 and 1024 are generated using LBG and FCG algorithm. Both the codebook generation algorithms are compared with respect to the execution speed. All the various search algorithms are implemented on the codebooks of different sizes 128, 256, 512 and 1024 obtained from LBG and FCG algorithms. From the results it is observed that FCG codebook gives better performance parameters MSE and PSNR as compared to LBG codebook and among the search algorithm proposed algorithm gives least time to encode the image with slight degradation in image quality.
机译:在本文中,我们提出了一种部分有效的码本搜索算法,该算法使用排序技术并且仅使用比较。我们提出的算法不使用欧几里得距离计算,因此与其他搜索方法ES,HOSM,DTPC相比,它是最快的。从结果可以看出,与穷举搜索方法相比,提出的算法提供了更多的MSE,但是执行速度很好。我们还将讨论码本设计方法LBG和FCG。使用LBG和FCG算法生成大小为128、256、512和1024的不同码本。比较两种码本生成算法的执行速度。所有各种搜索算法都在从LBG和FCG算法获得的大小为128、256、512和1024的码本上实现。从结果可以看出,与LBG码本相比,FCG码本提供了更好的性能参数MSE和PSNR,并且在搜索算法中,所提出的算法给出了最少的时间来对图像进行编码,但图像质量略有下降。

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