Biologically plausible speech recognition using spike-based phase locking cues | IEEE Conference Publication | IEEE Xplore

Biologically plausible speech recognition using spike-based phase locking cues


Abstract:

A biologically plausible algorithm is proposed for phoneme recognition that makes use of spikes for computation. The prototype system is demonstrated on voiced phonemes a...Show More

Abstract:

A biologically plausible algorithm is proposed for phoneme recognition that makes use of spikes for computation. The prototype system is demonstrated on voiced phonemes and shows competitive performance with state-of-the-art systems on a vowel dataset in the presence of noise. Using novel phase locking cues, the algorithm performs surprisingly well down to SNR values as low as 5 dB, where the performance of the baseline algorithm used for comparison drops considerably. These results suggest, not only a possible explanation for the extreme noise robustness of human recognition, but also a novel technique for information processing for speech signals with computers.
Date of Conference: 24-27 May 2009
Date Added to IEEE Xplore: 26 June 2009
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Conference Location: Taipei, Taiwan
Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA
Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA

Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA
Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA
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