Title :
Harmonic Structure Features for Robust Speaker Recognition against Channel Effect
Author :
Cao, Chuan ; Xiao, Xiang ; Li, Ming ; Liu, Jian ; Yan, Yonghong
Author_Institution :
ThinklT Speech Lab., Chinese Acad. of Sci., Beijing, China
Abstract :
This paper proposes a novel feature set for robust speaker recognition, which is based on the harmonic structure of speech signals. Channel modulation effects are supposed to be weakened in the harmonic structure features, and furthermore the influence introduced by channel variability could be diminished to a certain degree. Though experiment results show that the raw performance of the harmonic structure features is not better than our baseline system due to some inevitable information lost, significant improvement of average 9.85% relative minCost decrease has been made by a score fusion approach with baseline features.
Keywords :
harmonics; sensor fusion; speaker recognition; speech processing; channel effect; channel variability; harmonic structure features; robust speaker recognition; score fusion approach; speech signals; Acoustical engineering; Acoustics; Feature extraction; Information science; Power harmonic filters; Robustness; Speaker recognition; Speech analysis; System performance; Transfer functions; Speaker recognition; channel effect reduction; harmonic structure; score fusion; sinusoidal resynthesis;
Conference_Titel :
Information Science and Engineering (ISISE), 2009 Second International Symposium on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-6325-1
Electronic_ISBN :
978-1-4244-6326-8
DOI :
10.1109/ISISE.2009.105