在高频段研究噪声对说话人识别性能的影响

S. Hayakawa, F. Itakura
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引用次数: 21

摘要

在我们之前的研究中,我们已经证明了利用高频信息进行说话人识别的有效性。然而,除了一些摩擦音外,较高频带的语音能谱较弱。因此,在噪声条件下研究该区域的说话人个体信息是非常重要的。在本研究中,我们研究了加性噪声对高频段说话人识别性能的影响。实验结果表明,在多种典型噪声条件下,该方法在宽带情况下仍能取得良好的性能。研究还表明,高频段比低频段对噪声更稳定。因此,即使高频段的信噪比低于低频段,高频段也能提供良好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The influence of noise on the speaker recognition performance using the higher frequency band
In our previous studies, we have shown the effectiveness of using the information in the higher frequency band for speaker recognition. However, the energy spectrum of speech in the higher frequency band is weak, except for some fricative sounds. Therefore, it is important to investigate the speaker individual information in that region under noisy conditions. In this study, we examine the influence of additive noises on the performance of speaker recognition using the higher frequency band. Experimental results show that high performance is obtained in the wideband case under many typical noisy conditions. It is also shown that the higher frequency band is more stable against noises than the lower one. For that reason, the higher frequency band gives good performance even if the SNR of the higher frequency region is worse than the lower one.
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