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Complex Wavelet Based Modulation Analysis of Speech

机译:基于复小波的语音调制分析

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摘要

This paper presented a complex valued transform for speech analysis based on modulation frequencies. Low modulation frequencies contain crucial cues for speech intelligibility so the idea was to exploit that property in combination to the great sparsity of the non redundant complex wavelet transform. It can primarily be used for speech denoising in a modulation subband approach but also shows interesting capabilities for compression. The CxWT offers useful phase information to the Complex Modulation "Spectrum" that allows joint work on both magnitude and phase. Precisely what was needed to do filtering in the modulation domain.
机译:本文提出了一种基于调制频率的语音分析复数值变换。低调制频率包含语音清晰度的关键线索,因此该想法是将这种特性与非冗余复数小波变换的极大稀疏性相结合加以利用。它可以主要用于调制子带方法中的语音降噪,但也显示出有趣的压缩功能。 CxWT为复杂调制“频谱”提供有用的相位信息,从而可以在幅度和相位上共同工作。恰好需要在调制域中进行滤波。

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