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The AMI Meeting Transcription System: Progress and Performance

机译:AMI会议转录系统:进展和绩效

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摘要

We present the AMI 2006 system for the transcription of speech in meetings. The system was jointly developed by multiple sites on the basis of the 2005 system for participation in the NIST RT'05 evaluations. The paper describes major developments such as improvements in automatic segmentation, cross-domain model adaptation, inclusion of MLP based features, improvements in decoding, language modelling and vocal tract length normalisation, the use of a new decoder, and a new system architecture. This is followed by a comprehensive description of the final system and its performance in the NIST RT'06s evaluations. In comparison to the previous year word error rate results on the individual headset microphone task were reduced by 20% relative.
机译:我们介绍了AMI 2006系统,用于会议中的语音记录。该系统由多个站点在2005年系统的基础上联合开发,以参与NIST RT'05评估。本文描述了主要的发展,例如自动分割的改进,跨域模型的适应性,基于MLP的功能的包含,解码的改进,语言建模和声道长度标准化,新解码器的使用以及新的系统架构。接下来是对最终系统及其在NIST RT'06s评估中的性能的全面描述。与上一年相比,单个耳机麦克风任务的单词错误率结果相对降低了20%。

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  • 来源
  • 会议地点 Bethesda MD(US);Bethesda MD(US)
  • 作者单位

    Department of Computer Science, University of Sheffield, Sheffield SI 4DP, UK;

    Faculty of Information Engineering, Brno University of Technology,Brno, 612 66, Czech Republic;

    IDIAP Research Institute, CH-1920 Martigny, Switzerland;

    Centre for Speech Technology Research, University of Edinburgh, Edinburgh EH8 9LW, UK;

    Faculty of Information Engineering, Brno University of Technology,Brno, 612 66, Czech Republic;

    Centre for Speech Technology Research, University of Edinburgh, Edinburgh EH8 9LW, UK;

    IDIAP Research Institute, CH-1920 Martigny, Switzerland;

    Department of Computer Science, University of Sheffield, Sheffield SI 4DP, UK;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 程序语言、算法语言;
  • 关键词

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