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Rate-distortion function for speech coding based on perceptual distortion measure

机译:基于感知失真度量的语音编码率的速率失真函数

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The authors (1992) proposed a perceptual distortion measure for speech coders using an auditory (cochlear) model. This measure evaluates the neural-firing cross-entropy of the coded speech with respect to that of the original speech. Here the output space of the cochlear model is explored using this measure, in order to verify the existence of the pitch and formant information. A rate-distortion analysis for speech coding is provided. A lower bound to the rate-distortion function is evaluated based on the distortion measure, and the exact rate-distortion function is computed using the Blahut (1972) algorithm. Four state-of-the-art speech coders with rates ranging from 4.8 kb/s (CELP) to 32 kb/s (ADPCM) are studied from the viewpoint of their performance with respect to the rate-distortion limits.
机译:作者(1992)提出了使用听觉(耳蜗)模型的语音编码器的感知失真措施。该措施评估了关于原始语音的编码语音的神经射击交叉熵。这里使用该测量来探索脚踏板模型的输出空间,以验证音高和格式信息的存在。提供了语音编码的速率失真分析。基于失真测量评估对速率失真功能的下限,并且使用BLAHUT(1972)算法计算精确的速率失真功能。从它们相对于速率 - 失真限制的观点来看,研究了具有从4.8kb / s(celp)至32kb / s(adpcm)的速率的四个最先进的语音编码器。

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