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Performance Evaluation of a Speech Interface for Motorcycle Environment

机译:摩托车环境语音接口的性能评估

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摘要

In the present work we investigate the performance of a number of traditional and recent speech enhancement algorithms in the adverse non-stationary conditions, which are distinctive for motorcycle on the move. The performance of these algorithms is ranked in terms of the improvement they contribute to the speech recognition rate, when compared to the baseline result, i.e. without speech enhancement. The experimentations on the MoveOn motorcycle speech and noise database suggested that there is no equivalence between the ranking of algorithms based on the human perception of speech quality and the speech recognition performance. The Multi-band spectral subtraction method was observed to lead to the highest speech recognition performance.
机译:在当前的工作中,我们研究了许多传统和最近的语音增强算法在不利的非平稳条件下的性能,这对于在行驶中的摩托车来说是很独特的。与基线结果相比,即没有语音增强时,这些算法的性能根据它们对语音识别率的改进来进行排名。在MoveOn摩托车语音和噪声数据库上进行的实验表明,基于人类对语音质量的感知的算法排名与语音识别性能之间不存在等价关系。观察到多频带频谱减法导致最高的语音识别性能。

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  • 来源
  • 会议地点 Thessaloniki(GR);Thessaloniki(GR)
  • 作者单位

    Artificial Intelligence Group, Wire Communications Laboratory, Dept. of Electrical and Computer Engineering, University of Patras, Rion 26500, Greece;

    Artificial Intelligence Group, Wire Communications Laboratory, Dept. of Electrical and Computer Engineering, University of Patras, Rion 26500, Greece;

    Artificial Intelligence Group, Wire Communications Laboratory, Dept. of Electrical and Computer Engineering, University of Patras, Rion 26500, Greece;

    Artificial Intelligence Group, Wire Communications Laboratory, Dept. of Electrical and Computer Engineering, University of Patras, Rion 26500, Greece;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 人工智能理论;
  • 关键词

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