Perceptual Improvement of a Two-Stage Algorithm for Speech Dereverberation

被引:0
|
作者
Prego, Thiago de M. [1 ]
de Lima, Amaro A. [1 ]
Netto, Sergio L. [1 ]
机构
[1] Univ Fed Rio de Janeiro, COPPE, Program Elect Engn, BR-21941 Rio De Janeiro, Brazil
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents three effective proposals for a two-stage algorithm for one-microphone reverberant speech enhancement. The original algorithm is divided into two blocks: one that deals with the coloration effect, due to the early reflections, and the other for reducing the long-term reverberation. The proposed modifications consider changing the linear-prediction model order, the adaptation stepsize and stop criterion for the first algorithm stage. All the modifications are evaluated by a perceptual-quality measure specific for the speech-reverberation context. Experimental results for a 200-signal database show that the proposed improvements yielded an increase of 12% in perceptual measure and a reduction of about 96% in the computation cost when compared to the original framework.
引用
收藏
页码:216 / 219
页数:4
相关论文
共 50 条
  • [1] A New Two-Stage Method for Single-Microphone Speech Dereverberation
    Baghaki, Ali
    Ahmad, M. Omair
    Swamy, M. N. S.
    [J]. 2016 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2016, : 778 - 781
  • [2] Audio-Visual Speech Separation and Dereverberation With a Two-Stage Multimodal Network
    Tan, Ke
    Xu, Yong
    Zhang, Shi-Xiong
    Yu, Meng
    Yu, Dong
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2020, 14 (03) : 542 - 553
  • [3] A two-stage algorithm for enhancement of reverberant speech
    Wu, MY
    Wang, D
    [J]. 2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5: SPEECH PROCESSING, 2005, : 1085 - 1088
  • [4] A TWO-STAGE APPROACH FOR IMPROVING THE PERCEPTUAL QUALITY OF SEPARATED SPEECH
    Williamson, Donald S.
    Wang, Yuxuan
    Wang, DeLiang
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [5] Supervised Single-Channel Speech Dereverberation and Denoising Using a Two-Stage Processing
    Zhang, Long
    Ehen, Jiaxu
    Luo, You
    Fu, Jiafei
    Ye, Zhongfu
    [J]. 2017 2ND INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC 2017), 2017, : 818 - 822
  • [6] Bifurcation and Reunion: A Loss-Guided Two-Stage Approach for Monaural Speech Dereverberation
    Luo, Xiaoxue
    Zheng, Chengshi
    Li, Andong
    Ke, Yuxuan
    Li, Xiaodong
    [J]. INTERSPEECH 2022, 2022, : 2503 - 2507
  • [7] A TWO-STAGE ALGORITHM FOR NOISY AND REVERBERANT SPEECH ENHANCEMENT
    Zhao, Yan
    Wang, Zhong-Qiu
    Wang, DeLiang
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 5580 - 5584
  • [8] A neural network-supported two-stage algorithm for lightweight dereverberation on hearing devices
    Lemercier, Jean-Marie
    Thiemann, Joachim
    Koning, Raphael
    Gerkmann, Timo
    [J]. EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING, 2023, 2023 (01)
  • [9] A neural network-supported two-stage algorithm for lightweight dereverberation on hearing devices
    Jean-Marie Lemercier
    Joachim Thiemann
    Raphael Koning
    Timo Gerkmann
    [J]. EURASIP Journal on Audio, Speech, and Music Processing, 2023
  • [10] Two-stage dereverberation with integrated reverberation and noise estimation
    Sugiyama, Akihiko
    Gattoni, Lucas
    [J]. 2006 IEEE 12TH DIGITAL SIGNAL PROCESSING WORKSHOP & 4TH IEEE SIGNAL PROCESSING EDUCATION WORKSHOP, VOLS 1 AND 2, 2006, : 322 - 327