Channel-effect-cancellation method for speech recognition over telephone systems

Jen-Tzung Chien*, L. M. Lee, H. C. Wang

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

4 Scopus citations

Abstract

The performance degradation of speech recognition in telephone systems is due to the additive noise and the filtering effect of telephone channels. The authors propose a probabilistic technique to overcome the filtering effect in telephone systems. A set of reference filters, represented in terms of the cepstrum, is generated by clustering the cepstra of inverse telephone channels. A channel-effect-cancellation filter is then approximated by the convex combination of these reference filters. The convex combination coefficients are automatically determined according to the accumulated observation probabilities when a test utterance passes through the reference filters. The experiments on speech through telephone channels show that the channel effect can be mostly cancelled, and the recognition performance can be significantly improved.

Original languageEnglish
Pages (from-to)395-399
Number of pages5
JournalIEE Proceedings: Vision, Image and Signal Processing
Volume142
Issue number6
DOIs
StatePublished - 1 Dec 1995

Fingerprint Dive into the research topics of 'Channel-effect-cancellation method for speech recognition over telephone systems'. Together they form a unique fingerprint.

Cite this