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Running spectrum filter for robust speech recognition

机译:运行频谱滤波器可实现强大的语音识别

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摘要

When a speech recognition system is used in real environment, noises cause a serious problem in the system. In this report, we propose the method for decreasing the noise influences with a running spectrum filter. The running spectrum is represented as the time trajectories of spectra. It is a very important characteristic in speech recognition. The proposal method makes the low-pass filter apply on the time trajectories of the power spectrum and the band-pass filter apply on the time trajectories of I lie log power spectrum. As a result of the isolated word recognition experiment where four kinds of noises were added artificially, higher recognition rates was obtained especially in lower SNR environment compared with RASTA and CMS.
机译:当在真实环境中使用语音识别系统时,噪声会在系统中引起严重的问题。在本报告中,我们提出了一种通过运行频谱滤波器来减少噪声影响的方法。运行频谱表示为频谱的时间轨迹。这是语音识别中非常重要的特征。该建议方法使低通滤波器适用于功率谱的时间轨迹,而带通滤波器适用于I log log功率谱的时间轨迹。通过人工添加四种噪声的孤立单词识别实验的结果,与RASTA和CMS相比,特别是在较低SNR环境中,获得了更高的识别率。

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