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Speech enhancement based on the general transfer function GSC and postfiltering

机译:基于通用传递函数GSC和后置滤波的语音增强

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摘要

In speech enhancement applications microphone array postfiltering allows additional reduction of noise components at a beamformer output. Among microphone array structures the recently proposed general transfer function generalized sidelobe canceller (TF-GSC) has shown impressive noise reduction abilities in a directional noise field, while still maintaining low speech distortion. However, in a diffused noise field less significant noise reduction is obtainable. The performance is even further degraded when the noise signal is nonstationary. In this contribution we propose three postfiltering methods for improving the performance of microphone arrays. Two of which are based on single-channel speech enhancers and making use of recently proposed algorithms concatenated to the beamformer output. The third is a multichannel speech enhancer which exploits noise-only components constructed within the TF-GSC structure. This work concentrates on the assessment of the proposed postfiltering structures. An extensive experimental study, which consists of both objective and subjective evaluation in various noise fields, demonstrates the advantage of the multichannel postfiltering compared to the single-channel techniques.
机译:在语音增强应用中,麦克风阵列后滤波可进一步减少波束形成器输出处的噪声成分。在麦克风阵列结构中,最近提出的通用传递函数广义旁瓣消除器(TF-GSC)在定向噪声场中显示出令人印象深刻的降噪能力,同时仍保持低语音失真。但是,在扩散噪声场中,可获得的降噪效果不明显。当噪声信号不稳定时,性能甚至会进一步下降。在本文中,我们提出了三种后置滤波方法,以改善麦克风阵列的性能。其中两个基于单通道语音增强器,并利用了最近提出的与波束形成器输出串联的算法。第三个是多通道语音增强器,它利用TF-GSC结构中构建的纯噪声组件。这项工作集中于对提议的后过滤结构的评估。广泛的实验研究包括对各种噪声场的客观评估和主观评估,证明了与单通道技术相比,多通道后置滤波的优势。

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