基于转向响应功率输出熵的多麦克风语音活动和单话音检测器

Ofer Schwartz, Aviv David, Ofer Shahen-Tov, S. Gannot
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引用次数: 3

摘要

语音活动检测(VAD)即确定语音信号是活跃的还是不活跃的,而单话检测(STD)即检测只有一个说话者是活跃的,这是许多语音处理应用中的重要组成部分。扬声器定位阶段(如转向响应功率(SRP))通常在同一设备上同时实现。本文利用SRP的空间特性来提高语音活动检测器(VAD)和STD的性能。我们建议测量SRP输出的熵,并与典型的无噪声帧的熵进行比较。该特性利用了空间信息,因此在非平稳噪声环境中可能变得有利。然后,STD可以通过确定SRP熵测度的局部最小值来实现。在单扬声器的情况下,对所提出的VAD进行了两种情况下的测试,即改变电平的定向背景噪声和背景音乐源。使用两个同时说话的人的真实录音来测试所提出的STD。
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Multi-microphone voice activity and single-talk detectors based on steered-response power output entropy
Voice activity detection (VAD), namely determining whether a speech signal is active or inactive, and single talk detector (STD), namely detecting that only one speaker is active, are important building blocks in many speech processing applications. A speaker-localization stage (such as the steered response power (SRP)) is often concurrently implemented on the same device.In this paper, the spatial properties of the SRP are utilized for improving the performance of both the voice activity detector (VAD) and the STD. We propose to measure the entropy at the SRP output and compare with the typical entropy of noise-only frames. This feature utilizes spatial information and may therefore become advantageous in nonstationary noise environments. The STD can then be implemented by determining local minimum values of the entropy measure of the SRP.The proposed VAD was tested for a single speaker with two cases, directional background noise with changing level and with a background music source. The proposed STD was tested using real recordings of two concurrent speakers.
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