Speaker distance detection using a single microphone
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 use...
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nemertes-10889-48432022-09-05T14:02:09Z Speaker distance detection using a single microphone Georganti, Eleftheria May, Tobias van de Par, Steven Harma, Aki Mourjopoulos, John Γεωργαντή, Ελευθερία Μουτζόπουλος, Γιάννης May, Tobias van de Par, Steven Harma, Aki Acoustic signal processing Room acoustics Acodistance measurement 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. 2011-12-08T09:48:05Z 2011-12-08T09:48:05Z 2011-09 2011-12-08 Journal (paper) http://hdl.handle.net/10889/4843 en http://dx.doi.org/10.1109/TASL.2011.2104953 0 © 2011 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. application/pdf IEEE Transactions on Audio, Speech, and Language Processing |
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English |
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Acoustic signal processing Room acoustics Acodistance measurement |
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Acoustic signal processing Room acoustics Acodistance measurement Georganti, Eleftheria May, Tobias van de Par, Steven Harma, Aki Mourjopoulos, John Speaker distance detection using a single microphone |
description |
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. |
author2 |
Γεωργαντή, Ελευθερία |
author_facet |
Γεωργαντή, Ελευθερία Georganti, Eleftheria May, Tobias van de Par, Steven Harma, Aki Mourjopoulos, John |
format |
Journal (paper) |
author |
Georganti, Eleftheria May, Tobias van de Par, Steven Harma, Aki Mourjopoulos, John |
author_sort |
Georganti, Eleftheria |
title |
Speaker distance detection using a single microphone |
title_short |
Speaker distance detection using a single microphone |
title_full |
Speaker distance detection using a single microphone |
title_fullStr |
Speaker distance detection using a single microphone |
title_full_unstemmed |
Speaker distance detection using a single microphone |
title_sort |
speaker distance detection using a single microphone |
publishDate |
2011 |
url |
http://hdl.handle.net/10889/4843 |
work_keys_str_mv |
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1771297244483420160 |