PHASE-SENSITIVE REAL-TIME CAPABLE SPEECH ENHANCEMENT UNDER VOICED-UNVOICED UNCERTAINTY

被引:0
|
作者
Krawczyk, Martin [1 ]
Rehr, Robert [1 ]
Gerkmann, Timo [1 ]
机构
[1] Carl von Ossietzky Univ Oldenburg, Dept Med Phys & Acoust, Speech Signal Proc Grp, D-26111 Oldenburg, Germany
关键词
speech enhancement; noise reduction; phase estimation; amplitude estimation; SPECTRAL MAGNITUDE ESTIMATION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In many short-time Fourier transform (STFT)-based single channel speech enhancement algorithms, the clean speech spectral amplitude is estimated from a noisy observation to suppress additive noise. For the estimation, only the noisy amplitudes and functions thereof, like the a priori or a posteriori signal-to-noise ratio (SNR), are utilized. Information about the clean speech spectral phase is mostly not employed. In this work we present a comprehensive speech enhancement setup that combines phase-sensitive and phase-insensitive amplitude estimation, improving the perceptual speech quality of the enhanced signal in terms of PESQ compared to phase-insensitive amplitude estimation alone. The proposed algorithm is real-time capable in the sense that it is implemented in a causal block-wise manner and the computational complexity is feasible.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] REAL-TIME SPEECH ENHANCEMENT USING EQUILIBRIATED RNN
    Takeuchi, Daiki
    Yatabe, Kohei
    Koizumi, Yuma
    Oikawa, Yasuhiro
    Harada, Noboru
    2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 851 - 855
  • [22] Real-time Speech Enhancement with GCC-NMF
    Wood, Sean U. N.
    Rouat, Jean
    18TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2017), VOLS 1-6: SITUATED INTERACTION, 2017, : 2665 - 2669
  • [23] Real-Time Contrast Enhancement to Improve Speech Recognition
    Alexander, Joshua M.
    Jenison, Rick L.
    Kluender, Keith R.
    PLOS ONE, 2011, 6 (09):
  • [24] DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement
    Schroeter, Hendrik
    Escalante-B, Alberto N.
    Rosenkranz, Tobias
    Maier, Andreas
    INTERSPEECH 2023, 2023, : 2008 - 2009
  • [25] Phase-Sensitive Joint Learning Algorithms for Deep Learning-Based Speech Enhancement
    Lee, Jinkyu
    Skoglund, Jan
    Shabestary, Turaj
    Kang, Hong-Goo
    IEEE SIGNAL PROCESSING LETTERS, 2018, 25 (08) : 1276 - 1280
  • [26] A real-time multichannel distributed acoustic sensing system with phase-sensitive optical domain reflectometry technology
    Feng, Shengwen
    Li, Fang
    Xu, Tuanwei
    Ma, Lilong
    Li, Fei
    REAL-TIME PHOTONIC MEASUREMENTS, DATA MANAGEMENT, AND PROCESSING III, 2019, 10822
  • [27] Speech enhancement using MMSE estimation under phase uncertainty
    Kandagatla R.
    Subbaiah P.V.
    International Journal of Speech Technology, 2017, 20 (2) : 373 - 385
  • [28] A Phase-aware Single Channel Speech Enhancement Technique using Separate Bayesian Estimators for Voiced and Unvoiced Regions with Digital Hearing Aid Application
    Samui, Suman
    Chakrabarti, Indrajit
    Ghosh, Soumya Kanti
    2015 17TH INTERNATIONAL CONFERENCE ON E-HEALTH NETWORKING, APPLICATION & SERVICES (HEALTHCOM), 2015, : 336 - 341
  • [29] Phase-Sensitive Decision-Directed SNR Estimator for Single-Channel Speech Enhancement
    Ou, Shifeng
    Song, Peng
    Gao, Ying
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2017, 31 (08)
  • [30] Lightweight Real-Time Recurrent Models for Speech Enhancement and Automatic Speech Recognition
    Dhahbi, Sami
    Saleem, Nasir
    Gunawan, Teddy Surya
    Bourouis, Sami
    Ali, Imad
    Trigui, Aymen
    Algarni, Abeer D.
    INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2024, 8 (06): : 74 - 85