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Example-based speech enhancement with joint utilization of spatial, spectral temporal cues of speech and noise

机译:基于示例的语音增强,具有言语和噪声的空间,光谱和时间线索的联合利用

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This paper proposes a multichannel speech enhancement technique that leverages three essential cues embedded in the observed signal, i.e., spatial, spectral and temporal cues, for differentiating target clean speech components from noise. The proposed method estimates clean-speech and noise features using a single optimization criterion by integrating two approaches, namely, example- and model-based multichannel speech enhancement approaches: The former utilizes spectral and temporal cues, while the latter exploits the spatial and spectral cues. We experimentally show the superiority of the proposed method over the conventional methods in terms of the automatic keyword recognition performance in adverse and highly nonstationary noisy environment.
机译:本文提出了一种多通道语音增强技术,其利用嵌入观察到的信号,即空间,光谱和时间线索中的三个基本提示,用于区分目标清洁语音组件免于噪声。所提出的方法通过整合两种方法,即基于示例和基于模型的多通道语音增强方法来估计使用单个优化标准的清洁语音和噪声特征:前者利用光谱和时间线索,而后者利用空间和光谱线索。我们通过在不利和高度非间断嘈杂环境中自动关键字识别性能方面,通过实验在传统方法上显示所提出的方法的优越性。

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