丢包和压缩对语音识别的影响

O.P. Mayorga, L. Besacier, Claudio A. Hernandez
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引用次数: 2

摘要

本文研究了IP连接中丢包和语音数据压缩对语音识别的影响。本文的一个贡献在于对自动语音识别和说话人识别两种不同的识别任务中由于压缩和丢包而引起的问题进行了最精确的诊断。另一个贡献对应于恢复技术的建议,以提高系统在重大数据包丢失条件下的鲁棒性。从诊断来看,由于说话人验证任务的压缩而引起的更重要的退化。实验结果表明,基于发射器的交错与基于接收器的插值相结合的方法是最有效的
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Packet Loss and Compression Effects on Vocal Recognition
This paper deals with the effects of packet loss and voice data compression on vocal recognition over IP connections. One contribution of this paper consists in diagnosing most precisely the problems due to the compression and the packet losses for two different recognition tasks: the automatic speech recognition and speaker recognition. Another contribution corresponds to the proposal for recovering techniques in order to improve the robustness of systems under significant packet losses conditions. From the diagnosis, a more important degradation due to the compression on the speaker verification task was noted. The experimental results show that the techniques of interleaving based on the transmitter combined with the interpolation based on the receiver, prove to be the most efficient
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