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System and Method for Dynamic Noise Adaptation for Robust Automatic Speech Recognition

机译:动态噪声自适应鲁棒自动语音识别的系统和方法

摘要

A speech processing method and arrangement are described. A dynamic noise adaptation (DNA) model characterizes a speech input reflecting effects of background noise. A null noise DNA model characterizes the speech input based on reflecting a null noise mismatch condition. A DNA interaction model performs Bayesian model selection and re-weighting of the DNA model and the null noise DNA model to realize a modified DNA model characterizing the speech input for automatic speech recognition and compensating for noise to a varying degree depending on relative probabilities of the DNA model and the null noise DNA model.
机译:描述了语音处理方法和装置。动态噪声适应(DNA)模型可表征反映背景噪声影响的语音输入。零噪声DNA模型基于反映零噪声失配条件来表征语音输入。 DNA交互模型执行贝叶斯模型选择,并对DNA模型和零噪声DNA模型进行加权,以实现修改后的DNA模型,该模型表征语音输入以进行自动语音识别,并根据噪声的相对概率在不同程度上补偿噪声。 DNA模型和零噪声DNA模型。

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