Simulated annealing for robust VQ: improving image transmission through a fading channel

W. Lopes, F. Madeiro, M. Alencar, B. Neto
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引用次数: 3

Abstract

Vector quantization (VQ) has been extensively used in image coding systems. However, when the communications system involves a noise channel, it is well known that VQ is highly sensitive to channel errors. As a consequence, a considerable degradation may be introduced in the reconstructed images. In the present paper, simulated annealing (SA) is applied to robust VQ, that is, it is used for assigning binary indexes to the VQ code vectors, as an attempt to circumvent the effect of channel errors. Simulations involving image transmission through a Rayleigh fading channel clearly indicate the suitability of SA. The authors also show that an additional improvement can be obtained by using an alternative initialization of the SA algorithm.
鲁棒VQ的模拟退火:通过衰落信道改善图像传输
矢量量化在图像编码系统中得到了广泛的应用。然而,当通信系统涉及噪声信道时,众所周知,VQ对信道误差非常敏感。因此,在重建的图像中可能会引入相当大的退化。在本文中,模拟退火(SA)被应用于鲁棒VQ,即,它被用于分配二进制索引的VQ码向量,试图规避信道误差的影响。通过瑞利衰落信道的图像传输仿真清楚地表明了SA的适用性。作者还表明,通过使用SA算法的另一种初始化可以获得额外的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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