An Optimum Microphone Array Post-Filter for Speech Applications

被引:0
作者
Leukimmiatis, Stamatis [1 ]
Dimitriadis, Dimitrios [1 ]
Maragos, Petros [1 ]
机构
[1] Natl Tech Univ Athens, Sch ECE, GR-15773 Athens, Greece
来源
INTERSPEECH 2006 AND 9TH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, VOLS 1-5 | 2006年
关键词
Speech enhancement; microphone array; post-filter; complex coherence; speech recognition;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a post-filtering estimation scheme for multichannel noise reduction. The proposed method extends and improves the existing Zelinski's and, the most general and prominent, McCowan's post-filtering methods that use the auto- and cross-spectral densities of the multichannel input signals to estimate the transfer function of the Wiener post-filter. A major drawback of these two speech enhancement algorithms is that the noise power spectrum at the beamformer's output is over-estimated and therefore the derived filters are sub-optimal in the Wiener sense. The proposed method deals with this problem and can be considered as an optimal post-filter that is appropriate for a wide variety of different noise fields. In experiments over real-noise multichannel recordings, the proposed technique is shown to obtain a significant headstart over the other methods in terms of signal-to-noise ratio and speech degradation measures. In addition it is used for ASR experiments where promising preliminary results are presented.
引用
收藏
页码:2142 / 2145
页数:4
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