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Keyword detection with international phonetic alphabet by foreground model and background model

机译:基于前景模型和背景模型的国际语音字母关键词检测

摘要

An electronic device with one or more processors and memory trains an acoustic model with an international phonetic alphabet (IPA) phoneme mapping collection and audio samples in different languages, where the acoustic model includes: a foreground model; and a background model. The device generates a phone decoder based on the trained acoustic model. The device collects keyword audio samples, decodes the keyword audio samples with the phone decoder to generate phoneme sequence candidates, and selects a keyword phoneme sequence from the phoneme sequence candidates. After obtaining the keyword phoneme sequence, the device detects one or more keywords in an input audio signal with the trained acoustic model, including: matching phonemic keyword portions of the input audio signal with phonemes in the keyword phoneme sequence with the foreground model; and filtering out phonemic non-keyword portions of the input audio signal with the background model.
机译:具有一个或多个处理器和存储器的电子设备使用国际语音字母表(IPA)音素映射集合和不同语言的音频样本来训练声学模型,该声学模型包括:前景模型;和背景模型。该设备基于训练后的声学模型生成电话解码器。该设备收集关键字音频样本,使用电话解码器对关键字音频样本进行解码以生成音素序列候选,并从音素序列候选中选择关键字音素序列。在获得关键词音素序列之后,该设备利用训练后的声学模型检测输入音频信号中的一个或多个关键词,包括:将输入音频信号的音素关键词部分与关键词音素序列中的音素与前景模型进行匹配;并使用背景模型滤除输入音频信号的音素非关键字部分。

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