Title :
Integrating RASTA-PLP into speech recognition
Author :
Koehler, Joachim ; Morgan, Nelson ; Hermansky, Hynek ; Hirsch, H Guenter ; Tong, Grace
Author_Institution :
California Univ., Berkeley, CA, USA
Abstract :
In previous work, we and others have shown that bandpass filtering of temporal trajectories of simple functions of the critical band spectrum can lead to more robust speech recognizers in the presence of additive and convolutional error. In this study we report results on several mechanisms for incorporating this analysis technique into training, in a way that is consistent with on-line approaches to speech recognition. In particular, we show improved robustness to these forms of degradation for a system that maps the filtered spectral points using a linear regression computed from results of the different transformations
Keywords :
band-pass filters; filtering theory; hidden Markov models; noise; spectral analysis; speech processing; speech recognition; HMM; RASTA-PLP; additive error; analysis technique; bandpass filtering; convolutional error; critical band spectrum; filtered spectral points; linear regression; on-line approaches; robust speech recognizers; speech recognition; temporal trajectories; training; transformations; Additive noise; Band pass filters; Convolution; Frequency estimation; Noise generators; Noise level; Noise shaping; Robustness; Speech enhancement; Speech recognition;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-1775-0
DOI :
10.1109/ICASSP.1994.389266