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Adaptive noise power estimation using spectral difference for robust speech enhancement

机译:利用频谱差进行自适应噪声功率估计以增强语音强度

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In this paper, we propose a spectral difference approach for noise power estimation in speech enhancement. The noise power estimate is given by recursively averaging past spectral power values using a smoothing parameter based on the current observation. The smoothing parameter in time and frequency is adjusted by the spectral difference between consecutive frames that can efficiently characterize noise variation. Specifically, we propose an effective technique based on a sigmoid-type function in order to adaptively determine the smoothing parameter based on the spectral difference. Compared to a conventional method, the proposed noise estimate is computationally efficient and able to effectively follow noise changes under various noise conditions.
机译:在本文中,我们提出了一种频谱差异方法,用于语音增强中的噪声功率估计。通过使用基于当前观测值的平滑参数对过去的频谱功率值进行递归平均,可以得出噪声功率估算值。通过可以有效表征噪声变化的连续帧之间的频谱差异来调整时间和频率上的平滑参数。具体而言,我们提出一种基于S型函数的有效技术,以便根据频谱差异自适应地确定平滑参数。与常规方法相比,建议的噪声估计在计算上是有效的,并且能够有效地跟踪各种噪声条件下的噪声变化。

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