Direction-of-Arrival Based SNR Estimation for Dual-Microphone Speech Enhancement

被引:16
|
作者
Kim, Seon Man [1 ]
Kim, Hong Kook [2 ]
机构
[1] Univ Southampton, Inst Sound & Vibrat Res, Southampton SO17 1BJ, Hants, England
[2] Gwangju Inst Sci & Technol, Sch Informat & Commun, Kwangju 500712, South Korea
基金
新加坡国家研究基金会;
关键词
Direction-of-arrival; dual-microphone signal; signal-to-noise ratio; spatial cue; speech enhancement; target-to-non-target directional signal ratio; BLIND SOURCE SEPARATION; NOISE-REDUCTION; MODEL;
D O I
10.1109/TASLP.2014.2360646
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we propose a method for estimating target speech by exploring the spatial cues in adverse noise environments. This method is able to reliably estimate the signal-to-noise ratio (SNR) using the phase difference obtained from dual-microphone signals. To this end, spatial cues such as the phase difference are used to estimate the target-to-non-target directional signal ratio (TNR). Based on the estimated TNR, a direction-of-arrival (DOA)-based SNR is then estimated by using a statistical model-based log-likelihood ratio test for the target speech activity decision followed by a decision-directed approach. The estimate is then incorporated into a Wiener filter in order to obtain a spectral-gain attenuator. The perceptual evaluation of speech quality shows that the performance of a dual-microphone speech enhancement system employing the proposed estimation method outperforms single-and dual-microphone speech enhancement systems that use conventional methods such asWiener filtering, beamforming, or phase-error-based filtering under noise conditions whose SNR ranges from 0 to 20 dB.
引用
收藏
页码:2207 / 2217
页数:11
相关论文
共 50 条
  • [1] DUAL-MICROPHONE PHASE-DIFFERENCE-BASED SNR ESTIMATION WITH APPLICATIONS TO SPEECH ENHANCEMENT
    Mustiere, Frederic
    Nakagawa, Renato
    Wojcicki, Kamil
    Merks, Ivo
    Zhang, Tao
    [J]. 2016 IEEE INTERNATIONAL WORKSHOP ON ACOUSTIC SIGNAL ENHANCEMENT (IWAENC), 2016,
  • [2] Sound Localization and Speech Enhancement Algorithm Based on Dual-Microphone
    Tao, Tao
    Zheng, Hong
    Yang, Jianfeng
    Guo, Zhongyuan
    Zhang, Yiyang
    Ao, Jiahui
    Chen, Yuao
    Lin, Weiting
    Tan, Xiao
    [J]. SENSORS, 2022, 22 (03)
  • [3] Phase-based dual-microphone robust speech enhancement
    Aarabi, P
    Shi, G
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (04): : 1763 - 1773
  • [4] A Dual-Microphone Speech Enhancement Algorithm Based on the Coherence Function
    Yousefian, Nima
    Loizou, Philipos C.
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2012, 20 (02): : 599 - 609
  • [5] Deep Networks for Direction-of-Arrival Estimation in Low SNR
    Papageorgiou, Georgios Konstantinos
    Sellathurai, Mathini
    Eldar, Yonina C.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2021, 69 : 3714 - 3729
  • [6] Phase-based dual-microphone speech enhancement using a prior speech model
    Shi, Guangji
    Aarabi, Parham
    Jiang, Hui
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (01): : 109 - 118
  • [7] FEATURE ENHANCEMENT FOR ROBUST SPEECH RECOGNITION ON SMARTPHONES WITH DUAL-MICROPHONE
    Lopez-Espejo, Ivan
    Gomez, Angel M.
    Gonzalez, Jose A.
    Peinado, Antonio M.
    [J]. 2014 PROCEEDINGS OF THE 22ND EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2014, : 21 - 25
  • [8] A New Dual-Microphone Speech Enhancement Method for Oriented Noises
    Abutalebi, H. R.
    Pourahmadi, M.
    Aghabozorgi, M. R.
    [J]. INTERSPEECH 2006 AND 9TH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, VOLS 1-5, 2006, : 2150 - 2153
  • [9] Microphone Array Sound Source Direction-of-arrival Estimation Based on Distributed Compressed Sensing
    Huang, Huixiang
    Guo, Qiuhan
    Tong, Feng
    [J]. Binggong Xuebao/Acta Armamentarii, 2019, 40 (08): : 1725 - 1731
  • [10] Improvement of the Direction-of-Arrival Estimation Method Using a Single Channel Microphone by Correcting a Spectral Slope of Speech
    Ikeuchi, Masaki
    Tanji, Hiroki
    Murakami, Takahiro
    [J]. PROCEEDINGS OF 2022 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2022, : 386 - 393