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A voice trigger system using keyword and speaker recognition for mobile devices

机译:使用关键字和说话者识别的语音触发系统用于移动设备

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Voice activity detection plays an important role for an efficient voice interface between human and mobile devices, since it can be used as a trigger to activate an automatic speech recognition module of a mobile device. If the input speech signal can be recognized as a predefined magic word coming from a legitimate user, it can be utilized as a trigger. In this paper, we propose a voice trigger system using a keyword-dependent speaker recognition technique. The voice trigger must be able to perform keyword recognition, as well as speaker recognition, without using computationally demanding speech recognizers to properly trigger a mobile device with low computational power consumption. We propose a template based method and a hidden Markov model (HMM) based method for the voice trigger to solve this problem. The experiments using a Korean word corpus show that the template based method performed 4.1 times faster than the HMM based method. However, the HMM based method reduced the recognition error by 27.8% relatively compared to the template based method. The proposed methods are complementary and can be used selectively depending on the device of interest.1
机译:语音活动检测对于人类和移动设备之间的有效语音接口起着重要的作用,因为它可以用作触发来激活移动设备的自动语音识别模块。如果输入语音信号可以被识别为来自合法用户的预定义魔术字,则可以将其用作触发器。在本文中,我们提出了一种使用关键字相关的说话人识别技术的语音触发系统。语音触发器必须能够执行关键字识别以及说话者识别,而无需使用计算要求高的语音识别器来以较低的计算功耗正确触发移动设备。针对语音触发,我们提出了一种基于模板的方法和一种基于隐马尔可夫模型(HMM)的方法来解决这一问题。使用朝鲜语语料库的实验表明,基于模板的方法的执行速度比基于HMM的方法快4.1倍。但是,与基于模板的方法相比,基于HMM的方法将识别错误减少了27.8%。所提出的方法是互补的,可以根据感兴趣的设备进行选择性使用1。

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