首页> 外文会议>Image Processing, 1997. Proceedings., International Conference on >Optimum design of vector-quantized subband codecs
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Optimum design of vector-quantized subband codecs

机译:向量量化子带编解码器的优化设计

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The subband coding method holds a preeminent position for image compression. The discrete version of the wavelet transform is closely related to dyadic subband filter banks which have been used in image processing. Subband coding and vector quantization have been shown to be effective methods for coding images at low bit rates. We compute the mean squared reconstruction error (MSE) which depends on N, the number of the entries in each codebook, and k the length of each codeword (that is, the average bit rate) and on the subband filter bank coefficients. We form this MSE measure in terms of the equivalent quantization model and find the optimum FIR filter coefficients for each equivalent channel in the subband structure for a given bit rate, given filter length, and given input signal correlation model. Specific design examples are shown for 4-tap filter paraunitary filter bank structure. Theoretical results are confirmed by extensive Monte Carlo simulation.
机译:子带编码方法保持图像压缩的主要位置。小波变换的离散版本与图像处理中使用的二进位子带滤波器组密切相关。子带编码和矢量量化已被证明是用于以低比特率编码图像的有效方法。我们计算均方根重构误差(MSE),它取决于N,每个码本中条目的数量,k每个码字的长度(即平均比特率)以及子带滤波器组系数。我们根据等效量化模型形成此MSE度量,并针对给定的比特率,给定的滤波器长度和给定的输入信号相关模型,为子带结构中的每个等效信道找到最佳FIR滤波器系数。显示了针对4抽头滤波器准单元滤波器组结构的特定设计示例。理论结果通过广泛的蒙特卡洛模拟得到了证实。

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