基于通用传递函数GSC和后滤波的语音增强

S. Gannot, I. Cohen
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引用次数: 122

摘要

在语音增强应用中,麦克风阵列后滤波允许在波束形成器输出处额外降低噪声分量。在传声器阵列结构中,最近提出的通用传递函数广义旁瓣对消器(TF-GSC)在定向噪声场中表现出良好的降噪能力,同时仍保持较低的语音失真。然而,在扩散噪声场中,降噪效果较差。当噪声是非平稳时,性能会进一步下降。提出了三种提高麦克风阵列性能的后滤波方法。其中两个是基于单通道语音增强器,并利用最近提出的算法连接到波束形成器输出。第三种是多通道语音增强器,它利用在TF-GSC结构内构建的仅噪声组件。通过对各种噪声场进行客观和主观评价的实验研究,证明了多通道后滤波技术相对于单通道后滤波技术的优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Speech enhancement based on the general transfer function GSC and postfiltering
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 is nonstationary. We present three postfiltering methods for improving the performance of microphone arrays. Two of them are based on single-channel speech enhancers and make 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. An experimental study, which consists of both objective and subjective evaluation in various noise fields, demonstrates the advantage of the multi-channel postfiltering compared to single-channel techniques.
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