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Hotword Cleaner: Dual-microphone Adaptive Noise Cancellation with Deferred Filter Coefficients for Robust Keyword Spotting

机译:Hotword Cleaner:具有递延滤波器系数的双麦克风自适应噪声消除功能,可实现可靠的关键字识别

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This paper presents a novel dual-microphone speech enhancement algorithm to improve noise robustness of hotword (wake-word) detection as a special application of keyword spotting. It exploits two unique properties of hotwords: they are leading phrases of valid voice queries that we intend to respond and have short durations. Consequently an STFT-based adaptive noise cancellation method modified to use deferred filter coefficients is proposed to extract hotwords out from noisy stereo microphone signals. The new algorithm is tested with two considerably different neural hotword detectors. Both systems have significantly reduced the false-reject rate when background has strong TV noise.
机译:本文提出了一种新颖的双麦克风语音增强算法,以提高热词(唤醒词)检测的噪声鲁棒性,作为关键字点播的一种特殊应用。它利用了热词的两个独特属性:它们是我们打算响应的有效语音查询的主要短语,并且持续时间短。因此,提出了一种基于STFT的自适应噪声消除方法,该方法经过修改以使用延迟滤波器系数,以从嘈杂的立体声麦克风信号中提取热词。该新算法已通过两个截然不同的神经词检测器进行了测试。当背景具有强烈的电视噪声时,这两种系统都大大降低了误剔除率。

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