DocumentCode
730698
Title
A multi-channel corpus for distant-speech interaction in presence of known interferences
Author
Zwyssig, Erich ; Ravanelli, Mirco ; Svaizer, Piergiorgio ; Omologo, Maurizio
Author_Institution
Fondazione Bruno Kessler, Trento, Italy
fYear
2015
fDate
19-24 April 2015
Firstpage
4480
Lastpage
4484
Abstract
This paper describes a new corpus of multi-channel audio data designed to study and develop distant-speech recognition systems able to cope with known interfering sounds propagating in an environment. The corpus consists of both real and simulated signals and of a corresponding detailed annotation. An extensive set of speech recognition experiments was conducted using three different Acoustic Echo Cancellation (AEC) techniques to establish baseline results for future reference. The AEC techniques were applied both to single distant microphone input signals and beamformed signals generated using two state-of-the-art beamforming techniques. We show that the speech recognition performance using the different techniques is comparable for both the simulated and real data, demonstrating the usefulness of this corpus for speech research. We also show that a significant improvement in speech recognition performance can be obtained by combining state-of-the-art AEC and beamforming techniques, compared to using a single distant microphone input.
Keywords
acoustic noise; array signal processing; echo suppression; microphones; speech recognition; AEC techniques; acoustic echo cancellation; beamformed signals; beamforming techniques; distant microphone input; distant-speech interaction; distant-speech recognition systems; interfering sounds; multichannel audio data; multichannel corpus; speech research; Array signal processing; Echo cancellers; Microphones; Speech; Speech recognition; TV; ASR; acoustic echo cancellation; barge-in; microphone array;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location
South Brisbane, QLD
Type
conf
DOI
10.1109/ICASSP.2015.7178818
Filename
7178818
Link To Document