JOURNAL ARTICLE

Noise-robust speech recognition using a new spectral estimation method “PHASOR”

Kiyoaki AikawaKentaro Ishizuka

Year: 2002 Journal:   IEEE International Conference on Acoustics Speech and Signal Processing Vol: 1 Pages: I-397

Abstract

This paper proposes a new noise-robust spectral estimation method for speech recognition. The new method, called PHASOR, is characterized by inside-frame processing. The speech spectrum is estimated from a single impulse response obtained by summing multiple pitch periods in a frame with synchronizing the phase. PHASOR improves the spectral estimation accuracy and suppresses the additive noise because of the inside-frame processing. These improvement is more effective when the pitch fluctuates or changes in the frame. Speaker-dependent and speaker-independent phoneme recognition experiments demonstrate that the PHASOR greatly reduces the recognition error rate for speech data contaminated by noise. It also outperforms conventional noise reduction methods, cepstral mean normalization and spectral subtraction.

Keywords:
Speech recognition Phasor Computer science Cepstrum Noise (video) Speech enhancement Noise measurement Pattern recognition (psychology) Speech processing Word error rate Noise power Artificial intelligence Noise reduction Power (physics) Physics

Metrics

3
Cited By
0.32
FWCI (Field Weighted Citation Impact)
8
Refs
0.48
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Music and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Speech Recognition and Synthesis
Physical Sciences →  Computer Science →  Artificial Intelligence

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