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    • 1. 发明授权
    • Acoustic model adaptation methods based on pronunciation variability analysis for enhancing the recognition of voice of non-native speaker and apparatus thereof
    • 基于发音变异性分析的声学模型适应方法,用于增强非母语者的声音识别及其装置
    • US08515753B2
    • 2013-08-20
    • US12225801
    • 2007-03-30
    • Hong Kook KimYoo Rhee OhJae Sam Yoon
    • Hong Kook KimYoo Rhee OhJae Sam Yoon
    • G10L15/06
    • G10L15/07
    • The example embodiment of the present invention provides an acoustic model adaptation method for enhancing recognition performance for a non-native speaker's speech. In order to adapt acoustic models, first, pronunciation variations are examined by analyzing a non-native speaker's speech. Thereafter, based on variation pronunciation of a non-native speaker's speech, acoustic models are adapted in a state-tying step during a training process of acoustic models. When the present invention for adapting acoustic models and a conventional acoustic model adaptation scheme are combined, more-enhanced recognition performance can be obtained. The example embodiment of the present invention enhances recognition performance for a non-native speaker's speech while reducing the degradation of recognition performance for a native speaker's speech.
    • 本发明的示例性实施例提供了一种用于增强非母语者语音的识别性能的声学模型适应方法。 为了适应声学模型,首先,通过分析非母语者的语音来检查发音变化。 此后,基于非母语者语音的变化发音,声学模型在声学模型的训练过程中在状态步骤中进行调整。 当适合声学模型和常规声学模型适应方案的本发明被组合时,可以获得更加增强的识别性能。 本发明的示例性实施例增强了非母语者语音的识别性能,同时降低了母语者语音识别性能的下降。