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Single Channel Speech Enhancement Techniques in Spectral Domain

机译:频谱域中的单通道语音增强技术

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This paper presents single-channel speech enhancement techniques in spectral domain. One of the most famous single channel speech enhancement techniques is the spectral subtraction method proposed by S.F. Boll in 1979. In this method, an estimated speech spectrum is obtained by simply subtracting a preestimated noise spectrum from an observed one. Hence, the spectral subtraction method is not concerned with speech spectral properties. It is well known that the spectral subtraction method produces an annoying artificial noise in the extracted speech signal. On the other hand, recent successful speech enhancement methods positively utilize the speech property and achieve an efficient speech enhancement capability. This paper presents a historical review about some speech estimation techniques and explicitly states the difference between their theoretical back-ground. Moreover, to evaluate their speech enhancement capabilities, we perform computer simulations. The results show that an adaptive speech enhancement method based on MAP estimation gives the best noise reduction capability in comparison to other speech enhancement methods presented in this paper.
机译:本文提出了频谱域中的单通道语音增强技术。 S.F.提出的频谱减法是最著名的单通道语音增强技术之一。 Boll于1979年提出。通过这种方法,只需从观察到的语音频谱中减去预先估计的噪声频谱,即可获得语音频谱估计。因此,频谱减法与语音频谱特性无关。众所周知,频谱减法在提取的语音信号中产生令人讨厌的人造噪声。另一方面,最近成功的语音增强方法积极地利用了语音特性并实现了有效的语音增强能力。本文介绍了一些语音估计技术的历史回顾,并明确指出了它们的理论背景之间的差异。此外,为了评估其语音增强功能,我们执行了计算机模拟。结果表明,与本文提出的其他语音增强方法相比,基于MAP估计的自适应语音增强方法具有最佳的降噪能力。

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