Signal subspace speech enhancement for audible noise reduction

被引:0
|
作者
You, CH [1 ]
Koh, SN [1 ]
Rahardja, S [1 ]
机构
[1] Inst Infocomm Res, Singapore 119613, Singapore
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
A novel subspace-based speech enhancement scheme based on a criterion of audible noise reduction is considered. Masking properties of the human auditory system is used to define the audible noise quantity in the eigen-domain. Subsequently, an audible noise reduction scheme is developed based on a signal subspace technique. We derive the eigen-decomposition of the estimated speech autocorrelation matrix with the assumption of white noise and outline the implementation of our proposed scheme. We further extend the scheme to the colored noise case. Simulation results show that our proposed scheme outperforms many existing subspace methods in terms of segmental signal-to-noise ratio (SNR), perceptual evaluation of speech quality (PESQ) and informal listening tests.
引用
收藏
页码:145 / 148
页数:4
相关论文
共 50 条
  • [1] Audible noise reduction in eigendomain for speech enhancement
    You, Chang Huai
    Rahardja, Susanto
    Koh, Soo Ngee
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (06): : 1753 - 1765
  • [2] Oblique Projection and Cepstral Subtraction in Signal Subspace Speech Enhancement for Colored Noise Reduction
    Surendran, Sudeep
    Kumar, T. Kishore
    [J]. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2018, 26 (12) : 2328 - 2340
  • [3] Signal subspace approach for narrowband noise reduction in speech
    Zhong, W
    Li, S
    Tai, HM
    [J]. IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 2005, 152 (06): : 800 - 805
  • [4] A perceptual signal subspace approach for speech enhancement in colored noise
    Jabloun, F
    Champagne, B
    [J]. 2002 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-IV, PROCEEDINGS, 2002, : 569 - 572
  • [5] Extension of the signal subspace speech enhancement approach to colored noise
    Lev-Ari, H
    Ephraim, Y
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2003, 10 (04) : 104 - 106
  • [6] Assessment of signal subspace based speech enhancement for noise robust speech recognition
    Hermus, K
    Wambacq, P
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PROCEEDINGS: SPEECH PROCESSING, 2004, : 945 - 948
  • [7] Speech enhancement based on audible noise suppression
    Tsoukalas, DE
    Mourjopoulos, JN
    Kokkinakis, G
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1997, 5 (06): : 497 - 514
  • [8] A Review of Signal Subspace Speech Enhancement and Its Application to Noise Robust Speech Recognition
    Kris Hermus
    Patrick Wambacq
    Hugo Van hamme
    [J]. EURASIP Journal on Advances in Signal Processing, 2007
  • [9] A review of signal subspace speech enhancement and its application to noise robust speech recognition
    Hermus, Kris
    Wambacq, Patrick
    Van hamme, Hugo
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2007, 2007 (1)
  • [10] A SIGNAL SUBSPACE APPROACH FOR SPEECH ENHANCEMENT
    EPHRAIM, Y
    VANTREES, HL
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (04): : 251 - 266