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    • 22. 发明申请
    • METHOD FOR SPEECH RECOGNITION USING UNCERTAINTY INFORMATION FOR SUB-BANDS IN NOISE ENVIRONMENT AND APPARATUS THEREOF
    • 使用噪声环境中的子带不确定信息进行语音识别的方法及其设备
    • US20090076813A1
    • 2009-03-19
    • US12138921
    • 2008-06-13
    • Ho Young JUNGByung Ok Kang
    • Ho Young JUNGByung Ok Kang
    • G10L15/20G10L15/00
    • G10L15/20G10L25/18
    • According to a method and apparatus for speech recognition in noise environment of the present invention using uncertainty information for sub-band, uncertainty information of each sub-band is extracted from estimated clean speech using noise modeling, and helps to extract speech features that are robust to noise using the extracted uncertainty information as a weight with respect to each sub-band. Also, an acoustic model is converted according to each sub-band weight, and speech recognition is performed based on the converted acoustic model and the extracted speech features. As a result, while the noise modeling over time is not so accurate, noise influence resulted from sub-bands having high corruption can be reduced according to the uncertainty information of the corresponding sub-band, and speech recognition performance in complex noise environments can be improved.
    • 根据本发明的噪声环境中的用于语音识别的方法和装置,使用子带的不确定性信息,使用噪声建模从估计的清晰语音中提取每个子带的不确定性信息,并且有助于提取鲁棒的语音特征 使用提取的不确定性信息作为相对于每个子带的权重的噪声。 此外,根据每个子带权重转换声学模型,并且基于所转换的声学模型和所提取的语音特征来执行语音识别。 结果,虽然随着时间的推移噪声建模不那么准确,但是可以根据相应子带的不确定性信息来减少具有高损坏的子带产生的噪声影响,并且复杂噪声环境中的语音识别性能可以是 改进。