DocumentCode
1422171
Title
Speaker Distance Detection Using a Single Microphone
Author
Georganti, Eleftheria ; May, Tobias ; Van De Par, Steven ; Härmä, Aki ; Mourjopoulos, John
Author_Institution
Electr. & Comput. Eng. Dept., Univ. of Patras, Rio, Greece
Volume
19
Issue
7
fYear
2011
Firstpage
1949
Lastpage
1961
Abstract
A method to detect the distance of a speaker from a single microphone in a room environment is proposed. Several features, related to statistical parameters of speech source excitation signals, are introduced and are shown to depend on the distance between source and receiver. Those features are used to train a pattern recognizer for distance detection. The method is tested using a database of speech recordings in four rooms with different acoustical properties. Performance is shown to be independent of the signal gain and level, but depends on the reverberation time and the characteristics of the room. Overall, the system performs well especially for close distances and for rooms with low reverberation time and it appears to be robust to small distance mismatches. Finally, a listening test is conducted in order to compare the results of the proposed method to the performance of human listeners.
Keywords
microphones; pattern recognition; speech processing; statistical analysis; acoustical properties; microphone; pattern recognizer; room environment; speaker distance detection; speech source excitation signals; statistical parameters; Cutoff frequency; Feature extraction; Histograms; Microphones; Reverberation; Speech; Speech processing; Acoustic signal processing; distance measurement; room acoustics;
fLanguage
English
Journal_Title
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher
ieee
ISSN
1558-7916
Type
jour
DOI
10.1109/TASL.2011.2104953
Filename
5682396
Link To Document