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A new speech enhancement technique with application to speaker identification

机译:一种新的语音增强技术及其在说话人识别中的应用

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Speaker identification (SI) and speech recognition systems display a strong sensitivity to ambient noise conditions. It is known that the performance of these systems is maximized when trained under conditions that approximate the testing environment. However these systems generally do not perform well when there is no noise or when the level or characteristics of the noise changes. A new speech enhancement technique is presented that, when used with a standard cepstrum-based SI system, significantly reduces the sensitivity of the SI system to mismatches in the noise environment between training and testing.
机译:说话人识别(SI)和语音识别系统对环境噪声条件显示出很强的敏感性。众所周知,在接近测试环境的条件下进行训练时,这些系统的性能将达到最大化。但是,当没有噪声或噪声的水平或特性发生变化时,这些系统通常无法很好地运行。提出了一种新的语音增强技术,该技术与基于倒谱的标准SI系统一起使用时,可显着降低SI系统对训练和测试之间的噪声环境不匹配的敏感性。

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