首页> 外文会议>IEEE International Conference on Acoustics, Speech, and Signal Processing >A NOISE REDUCTION SYSTEM IN ARBITRARY NOISE ENVIRONMENTS AND ITS APPLICATIONS TO SPEECH ENHANCEMENT AND SPEECH RECOGNITION
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A NOISE REDUCTION SYSTEM IN ARBITRARY NOISE ENVIRONMENTS AND ITS APPLICATIONS TO SPEECH ENHANCEMENT AND SPEECH RECOGNITION

机译:任意噪声环境中的降噪系统及其应用于语音增强和语音识别

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摘要

This paper proposes a novel noise reduction system in arbitrary noise environments, consisting of localized and non-localized noises, where few existing systems work well. In the proposed system, localized noises are estimated and reduced by the hybrid noise estimation technique we previously proposed and spectral subtraction. And non-localized noises are reduced by a post-filter of which the performance is further improved by a novel estimator for the a priori speech absence probability calculated under the assumption of diffuse noise field. Experimental results show that the proposed system results in significant improvements in terms of speech quality measures and speech recognition performance in various noise conditions.
机译:本文提出了一种新的降噪系统,包括任意噪声环境,包括本地化和非本地化噪声,其中一些现有系统运行良好。在所提出的系统中,通过先前提出的和光谱减法的混合噪声估计技术估计和降低了局部噪声。通过后滤波器减少了非局部噪声,其中通过新颖的估计器进一步改善了在弥漫噪声场的假设下计算的先验语音缺失概率的性能。实验结果表明,拟议的系统在各种噪声条件下导致语音质量措施和语音识别性能的显着改进。

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