Title :
Imposition of Sparse Priors in Adaptive Time Delay Estimation for Speaker Localization in Reverberant Environments
Author :
Cho, Ji-Won ; Park, Hyung-Min
Author_Institution :
Dept. of Electron. Eng., Sogang Univ., Seoul
fDate :
3/1/2009 12:00:00 AM
Abstract :
In this letter, we describe a method to estimate the time delay for speaker localization in reverberant environments. Based on an adaptive eigenvalue decomposition (AED) algorithm, the method takes the reverberation fully into account by estimating channel impulse responses from a speaker to sensors directly, but it may suffer from whitening effects for temporally correlated natural sounds. Imposing sparse priors on the responses can reduce the temporal whitening and provide a more accurate and robust time delay of speaker location. Experiments demonstrate that the proposed method can efficiently estimate the time delay for speaker localization in reverberant environments.
Keywords :
adaptive estimation; delay estimation; eigenvalues and eigenfunctions; reverberation; speaker recognition; transient response; adaptive eigenvalue decomposition; adaptive time delay estimation; channel impulse responses; reverberant environments; room reverberation; source localization; speaker localization; temporal whitening; Acoustic noise; Cost function; Delay effects; Delay estimation; Eigenvalues and eigenfunctions; Loudspeakers; Microphones; Reverberation; Robustness; Working environment noise; Room reverberation; source localization; sparse prior; time delay estimation;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2008.2012222