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首页> 外文期刊>Applied Acoustics >Guided spectrogram filtering for speech dereverberation
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Guided spectrogram filtering for speech dereverberation

机译:语音频谱混响的引导频谱图过滤

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摘要

Guided filtering is a computationally efficient and powerful technique used in image processing applications, such as edge-preserving smoothing, details enhancing and single image dehazing. In this paper, we propose a novel single channel speech dereverberation method using guided spectrogram filtering by considering a speech spectrogram as an image. The proposed method requires neither room acoustic parameter estimation nor late reverberant spectral variance estimation. Objective test results show the validity of the guided spectrogram filtering method for speech dereverberation. Compared with state-of-the-art speech dereverberation methods, the proposed method has better performance in terms of perceptual evaluation of speech quality (PESQ), speech to-reverberation modulation energy ratio (SRMR) and short-time objective intelligibility (STOI) in most cases.
机译:引导过滤是一种在图像处理应用程序中使用的计算有效且功能强大的技术,例如边缘保留平滑,细节增强和单个图像去雾。在本文中,我们提出了一种新的单通道语音去混响方法,该方法将语音频谱图视为图像,并使用了引导频谱图滤波。所提出的方法既不需要室内声学参数估计,也不需要后期混响频谱方差估计。客观的测试结果证明了引导频谱图滤波方法对语音去混响的有效性。与最新的语音去混响方法相比,该方法在语音质量的感知评估(PESQ),语音对混响调制能量比(SRMR)和短时目标清晰度(STOI)方面具有更好的性能。在多数情况下。

著录项

  • 来源
    《Applied Acoustics》 |2018年第5期|154-159|共6页
  • 作者单位

    Chinese Acad Sci, Inst Acoust, Key Lab Sound & Vibrat Res, Beijing 100190, Peoples R China;

    Aalborg Univ, Dept Elect Syst, Signal & Informat Proc Sect, DK-9220 Aalborg, Denmark;

    Chinese Acad Sci, Inst Acoust, Key Lab Sound & Vibrat Res, Beijing 100190, Peoples R China;

    Chinese Acad Sci, Inst Acoust, Key Lab Sound & Vibrat Res, Beijing 100190, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Guided filter; Guided image filtering; Spectrogram; Dereverberation;

    机译:导引滤波器;导引图像滤波;声谱图;去混响;

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