首页> 外文会议>6th International Conference on Spoken Language Processing ICSLP 2000 Oct.16-Oct.20 2000 Beijing International Convention Center, Beijing, China >Residual NOise Compensation by A Sequential EM Algorithm for robust Speech Recognition in Nonstationary Noise
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Residual NOise Compensation by A Sequential EM Algorithm for robust Speech Recognition in Nonstationary Noise

机译:非平稳噪声下基于序列EM算法的鲁棒语音识别残留噪声补偿

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We model noise as a stationary component plus a time varying residual. The stationary part is estiamted off-line and compensated using Log-Add noise compensation .The time varying residual is estiamted and compensated using a sequential EM algorithm. The residual noise compensation proceeds in parallel with the recognition process. Experimental results demonstrate that the proposed algorithm improves the recognition performance not only in highly non-stationary noise but also in slow-varying noise, compared with Log-Add noise compensation alone.
机译:我们将噪声模拟为静止部件加上一个时间不同的残差。静止部分是iseclited离线,并使用log-add噪声补偿来补偿。使用顺序EM算法来估计剩余的时间变化和补偿。残余噪声补偿与识别过程并行进行。实验结果表明,与单独的Log-Add噪声补偿相比,该算法不仅在高度非静止噪声中提高了识别性能,而且还提高了识别性能,而且还提高了噪声缓慢。

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