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Speech recognition based on a multilingual acoustic model

机译:基于多语言声学模型的语音识别

摘要

The present invention relates to a method for generating a multilingual speech recognizer comprising a multilingual acoustic model, comprising the steps of providing a first speech recognizer comprising a first codebook consisting of first Gaussians and a first Hidden Markov Model, HMM, comprising first states; providing at least one second speech recognizer comprising a second codebook consisting of second Gaussians and a second Hidden Markov Model, HMM, comprising second states; replacing each of the second Gaussians of the at least one second speech recognizer by the respective closest one of the first Gaussians and/or each of the second states of the second HMM of the at least one second speech recognizer with the respective closest state of the first HMM of the first speech recognizer to obtain at least one modified second speech recognizer and combining the first speech recognizer and the at least one modified second speech recognizer to obtain the multilingual speech recognizer.
机译:本发明涉及一种用于产生包括多语言声学模型的多语言语音识别器的方法,该方法包括以下步骤:提供第一语音识别器,该第一语音识别器包括由第一高斯组成的第一码本和包括第一状态的第一隐马尔可夫模型HMM。提供至少一个第二语音识别器,其包括由第二高斯组成的第二码本和包括第二状态的第二隐马尔可夫模型HMM;将所述至少一个第二语音识别器的每个第二高斯分别替换为所述第二高斯状态的每个第一高斯和/或所述至少一个第二语音识别器的第二HMM的每个第二状态中的每个最接近状态。第一语音识别器的第一HMM获得至少一个修改的第二语音识别器,并将第一语音识别器和至少一个修改的第二语音识别器组合以获得多语言语音识别器。

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