A Novel Covariance Matrix Estimation Method for MVDR Beamforming In Audio-Visual Communication Systems

被引:0
|
作者
You, Gyeong-Kuk [1 ]
Yang, Jae-Mo [1 ]
Lee, Jinkyu [1 ]
Kang, Hong-Goo [1 ]
机构
[1] Yonsei Univ, Dept Elect & Elect Engn, 134 Shinchon Dong, Seoul 120749, South Korea
来源
基金
新加坡国家研究基金会;
关键词
Audio-visual sensors; MVDR; Beamforming; Covariance matrix; Forgetting factor;
D O I
10.7776/ASK.2014.33.5.326
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper proposes a novel covariance matrix estimation scheme for minimum variance distortionless response (MVDR) beamforming. By accurately tracking direction-of-sound source arrival (DoA) information using audio-visual sensors, the covariance matrix is efficiently estimated by adopting a variable forgetting factor. The variable forgetting factor is determined by considering signal-to-interference ratio (SIR). Experimental results verify that the performance of the proposed method is superior to that of the conventional one in terms of interference/noise reduction and speech distortion.
引用
收藏
页码:326 / 334
页数:9
相关论文
共 50 条
  • [1] Robust MVDR beamforming based on covariance matrix reconstruction
    PengCheng Mu
    Dan Li
    QinYe Yin
    Wei Guo
    Science China Information Sciences, 2013, 56 : 1 - 12
  • [2] A Compact Noise Covariance Matrix Model for MVDR Beamforming
    Moore, Alastair H.
    Hafezi, Sina
    Vos, Rebecca R.
    Naylor, Patrick A.
    Brookes, Mike
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2022, 30 : 2049 - 2061
  • [3] A Robust MVDR Beamforming Based on Covariance Matrix Reconstruction
    Mu, Pengcheng
    Li, Dan
    Yin, Qinye
    INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2011), 2011, 8285
  • [4] Robust MVDR beamforming based on covariance matrix reconstruction
    MU PengCheng
    LI Dan
    YIN QinYe
    GUO Wei
    ScienceChina(InformationSciences), 2013, 56 (04) : 28 - 39
  • [5] Robust MVDR beamforming based on covariance matrix reconstruction
    Mu PengCheng
    Li Dan
    Yin QinYe
    Guo Wei
    SCIENCE CHINA-INFORMATION SCIENCES, 2013, 56 (04) : 1 - 12
  • [6] A Compact Noise Covariance Matrix Model for MVDR Beamforming
    Moore, Alastair H.
    Hafezi, Sina
    Vos, Rebecca R.
    Naylor, Patrick A.
    Brookes, Mike
    IEEE/ACM Transactions on Audio Speech and Language Processing, 2022, 30 : 2049 - 2061
  • [7] Deep Audio-Visual Beamforming for Speaker Localization
    Qian, Xinyuan
    Zhang, Qiquan
    Guan, Guohui
    Xue, Wei
    IEEE SIGNAL PROCESSING LETTERS, 2022, 29 : 1132 - 1136
  • [8] Audio-visual interaction in multimodal communication
    Chellappa, R
    Chen, TH
    Katsaggelos, A
    IEEE SIGNAL PROCESSING MAGAZINE, 1997, 14 (04) : 37 - 38
  • [9] BMA DEPARTMENT OF AUDIO-VISUAL COMMUNICATION
    QUILLIAM, TA
    BRITISH MEDICAL JOURNAL, 1967, 3 (5564): : 561 - &
  • [10] Audio-visual integration in multimodal communication
    Chen, T
    Rao, RR
    PROCEEDINGS OF THE IEEE, 1998, 86 (05) : 837 - 852