Adaptive Time-Frequency Analysis for Noise Reduction in an Audio Filter Bank With Low Delay

被引:16
|
作者
Andersen, Kristian Timm [1 ,2 ]
Moonen, Marc [1 ]
机构
[1] Katholieke Univ Leuven, Dept Elect Engn ESAT STADIUS, B-3001 Leuven, Belgium
[2] Widex AS, DK-3540 Lynge, Denmark
关键词
Adaptive time-frequency analysis; noise reduction; speech enhancement; low delay; SPEECH ENHANCEMENT; DESIGN; RECONSTRUCTION; DISTRIBUTIONS; PHASE;
D O I
10.1109/TASLP.2016.2526779
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, an adaptive time-frequency analysis scheme is proposed along with a synthesis scheme using an asymmetric window. The proposed scheme is suitable for audio noise reduction with a low delay in the range of 0 to 4 ms. The main novelty of the paper is the adaptive analysis scheme that can adapt to the incoming signal independently in both time and frequency by employing a complex filter on a DFT modulated filter bank. A number of adaptive time-frequency schemes are described that are suitable for low delay and low computational complexity. The adaptive time-frequency scheme is used for the computation of noise reduction gain factors, which are then adopted in a nonadaptive analysis/synthesis scheme. The synthesis scheme uses an asymmetric window to achieve a good tradeoff between low delay and a sharp frequency response. Examples are given of the adaptive analysis and measurements of the synthesis scheme are given to show that the filter bank has a gain dependent nonlinear phase response. Finally, a noise reduction task is performed that shows good performance compared to reference implementations in terms of segmental SNR and PESQ.
引用
收藏
页码:784 / 795
页数:12
相关论文
共 50 条
  • [1] Time-Frequency Filter Bank: A Simple Approach for Audio and Music Separation
    Yang, Ning
    Usman, Muhammad
    He, Xiangjian
    Jan, Mian Ahmad
    Zhang, Liming
    [J]. IEEE ACCESS, 2017, 5 : 27114 - 27125
  • [2] Noise reduction utilizing cross time-frequency ε-filter
    Abe, Tomomi
    Matsumoto, Mitsuharu
    Hashimoto, Shuji
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2009, 125 (05): : 3079 - 3087
  • [3] Noise reduction combining time-domain ε-filter and, time-frequency ε-filter
    Abe, Tomomi
    Matsumoto, Mitsuharu
    Hashimoto, Shuji
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2007, 122 (05): : 2697 - 2705
  • [4] Noise reduction combining time-frequency ε-filter and M-transform
    Abe, Tomomi
    Matsumoto, Mitsuharu
    Hashimoto, Shuji
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2008, 124 (02): : 994 - 1005
  • [5] A time-frequency approach for noise reduction
    Hassanpour, Hamid
    [J]. DIGITAL SIGNAL PROCESSING, 2008, 18 (05) : 728 - 738
  • [6] A NEW FILTER BANK THEORY FOR TIME-FREQUENCY REPRESENTATION
    SMITH, MJT
    BARNWELL, TP
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (03): : 314 - 327
  • [7] An adaptive psychoacoustic filter for broadband noise reduction in audio signals
    Kauppinen, I
    Roth, K
    [J]. DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, : 963 - 966
  • [8] A LOW COMPLEXITY NOISE SUPPRESSOR WITH HYBRID FILTERBANKS AND ADAPTIVE TIME-FREQUENCY TILING
    Shimada, Osamu
    Sugiyama, Akihiko
    Nomura, Toshiyuki
    [J]. 2009 IEEE 13TH DIGITAL SIGNAL PROCESSING WORKSHOP & 5TH IEEE PROCESSING EDUCATION WORKSHOP, VOLS 1 AND 2, PROCEEDINGS, 2009, : 32 - 36
  • [9] A Low Complexity Noise Suppressor with Hybrid Filterbanks and Adaptive Time-Frequency Tiling
    Shimada, Osamu
    Sugiyama, Akihiko
    Nomura, Toshiyuki
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2010, E93A (01) : 254 - 260
  • [10] Noise Reduction of Power Quality Measurements with Time-Frequency Depth Analysis
    Mostarac, Petar
    Malaric, Roman
    Mostarac, Katarina
    Jurcevic, Marko
    [J]. ENERGIES, 2019, 12 (06):