Title :
Robust speech recognition using near-field superdirective beamforming with post-filtering
Author :
McCowan, Iain A. ; Marro, Claude ; Mauuary, Laurent
Author_Institution :
Speech Res. Lab., Queensland Univ. of Technol., Brisbane, Qld., Australia
Abstract :
This paper assesses the effectiveness of a microphone array system in providing robust hands-free speech recognition on a computer workstation. Near-field superdirectivity (NFSD) is used for the beamforming, and the effect of adding a post-filter is investigated. In the experiments, the speaker is located directly in front of the computer monitor at a distance of 60 cm and the array is designed to fit across the top of a standard 17 inch monitor. To test the proposed system, connected digit strings from the TIDIGITS database are used. The array is shown to have a marked effect on the recognition results in a high noise office environment, particularly where there is a high level of undesired speech
Keywords :
array signal processing; executive workstations; microphones; office environment; speech recognition; speech recognition equipment; 60 cm; TIDIGITS database; computer workstation; connected digit strings; hands-free speech recognition; high noise office environment; microphone array system; near-field superdirective beamforming; post-filtering; robust speech recognition; standard 17 inch monitor; Array signal processing; Computer displays; Computerized monitoring; Databases; Microphone arrays; Robustness; Speech recognition; System testing; Working environment noise; Workstations;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.862084