Title :
Adaptive parameter compensation for robust hands-free speech recognition using a dual beamforming microphone array
Author :
McCowan, Iain A. ; Sridharan, Sridha
Author_Institution :
Lab. of Speech Res., Queensland Univ. of Technol., Brisbane, Qld., Australia
Abstract :
This paper proposes a parameter compensation technique to improve the performance of hands-free speech recognition in noisy environments. The technique employs a microphone array to perform spatial filtering on the noisy input signals. A dual beamformer is used to form an estimate of both the desired speech signal and also the combined noise signals. Additional enhancement to the desired signal features is performed using the estimated noise feature vectors. The parameter compensation is seen to provide significant performance improvement in a simple speech recognition application
Keywords :
microphones; noise; speech recognition; adaptive parameter compensation; dual beamforming microphone array; noise feature vectors; noisy input signals; performance improvement; robust hands-free speech recognition; signal feature enhancement; spatial filtering; Additive noise; Array signal processing; Hidden Markov models; Microphone arrays; Robustness; Signal to noise ratio; Speech enhancement; Speech recognition; Testing; Working environment noise;
Conference_Titel :
Intelligent Multimedia, Video and Speech Processing, 2001. Proceedings of 2001 International Symposium on
Conference_Location :
Hong Kong
Print_ISBN :
962-85766-2-3
DOI :
10.1109/ISIMP.2001.925454