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A Corpus-Based Evaluation of Beamforming Techniques and Phase-Based Frequency Masking

机译:基于语料库的波束形成技术和基于相位频率掩蔽的评估

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摘要

Beamforming is a type of audio array processing techniques used for interference reduction, sound source localization, and as pre-processing stage for audio event classification and speaker identification. The auditory scene analysis community can benefit from a systemic evaluation and comparison between different beamforming techniques. In this paper, five popular beamforming techniques are evaluated in two different acoustic environments, while varying the number of microphones, the number of interferences, and the direction-of-arrival error, by using the Acoustic Interactions for Robot Audition (AIRA) corpus and a common software framework. Additionally, a highly efficient phase-based frequency masking beamformer is also evaluated, which is shown to outperform all five techniques. Both the evaluation corpus and the beamforming implementations are freely available and provided for experiment repeatability and transparency. Raw results are also provided as a complement to this work to the reader, to facilitate an informed decision of which technique to use. Finally, the insights and tendencies observed from the evaluation results are presented.
机译:波束成形是用于干扰减小,声源定位的音频阵列处理技术,以及用于音频事件分类和扬声器识别的预处理阶段。听觉场景分析界可以从不同的波束形成技术之间的系统评估和比较中受益。在本文中,在两个不同的声学环境中评估了五种流行的波束形成技术,同时通过使用机器人试镜(Aira)语料库的声学相互作用来改变麦克风,干扰次数和到达方向误差的次数。一个常见的软件框架。另外,还评估了高效的基于相位的频率掩蔽波束形成器,其显示为优于所有五种技术。评估语料库和波束成形实现都是自由的,并提供实验重复性和透明度。还向读者提供了对这项工作的补充,以促进该技术的使用情况。最后,提出了评估结果中观察到的见解和倾向。

著录项

  • 期刊名称 Sensors (Basel Switzerland)
  • 作者

    Caleb Rascon;

  • 作者单位
  • 年(卷),期 2021(21),15
  • 年度 2021
  • 页码 5005
  • 总页数 19
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

    机译:评估;波束成形;aira;频率掩蔽;阶段;

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