An acoustic keystroke transient canceler for speech communication terminals using a semi-blind adaptive filter model

H. Buchner, J. Skoglund, S. Godsill
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引用次数: 3

Abstract

In many teleconferencing applications using modern laptop and net-book devices it is common to encounter annoying keyboard typing noise. In this paper we propose an acoustic keystroke transient canceler for speech communication terminals as a novel broadband adaptive filter application in such a hands-free scenario. We present this approach in the context of the Google Chromebook Pixel device which is equipped with a special audio reference channel providing various new signal processing possibilities. Our novel semi-blind/semi-supervised approach exploiting this new degree of freedom, combined with the system-based broadband estimation and a novel adaptation control yields a high-quality speech enhancement even under challenging acoustic conditions.
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基于半盲自适应滤波模型的语音通信终端声击键瞬态消除器
在许多使用现代笔记本电脑和上网本设备的电话会议应用中,经常会遇到恼人的键盘输入噪音。本文提出了一种用于语音通信终端的声学击键瞬态消除器,作为一种新的宽带自适应滤波器应用于这种免提场景。我们在谷歌Chromebook Pixel设备的背景下提出了这种方法,该设备配备了一个特殊的音频参考通道,提供了各种新的信号处理可能性。我们新颖的半盲/半监督方法利用这种新的自由度,结合基于系统的宽带估计和新颖的自适应控制,即使在具有挑战性的声学条件下也能产生高质量的语音增强。
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Self-stabilized deep neural network An acoustic keystroke transient canceler for speech communication terminals using a semi-blind adaptive filter model Data sketching for large-scale Kalman filtering Improved decoding of analog modulo block codes for noise mitigation An expectation-maximization eigenvector clustering approach to direction of arrival estimation of multiple speech sources
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