DocumentCode
323767
Title
Transmissions and transitions: a study of two common assumptions in multi-band ASR
Author
Mirghafori, Nikki ; Morgan, Nelson
Author_Institution
Int. Comut. Sci. Inst., Berkeley, CA, USA
Volume
2
fYear
1998
fDate
12-15 May 1998
Firstpage
713
Abstract
Is multi-band automatic speech recognition (ASR) inherently inferior to a full-band approach because phonetic information is lost due to the division of the frequency space into sub-bands? Do the phonetic transitions in sub-bands occur at different times? The first statement is a common objection of the critics of multi-band ASR, and the second, a common assumption by multi-band researchers. This paper is dedicated to finding answers to both these questions. To study the first point, we calculate phonetic feature transmission for sub-bands. Not only do we fail to substantiate the above objection, but we observe the contrary. We confirm the second hypothesis by analyzing the phonetic transition lags in each sub-band. These results reinforce our view that multi-band speech analysis provides useful information for ASR, particularly when band merging takes place at the end state for a phonetic or syllabic model, allowing sub-bands to be independently time-aligned within the model
Keywords
feature extraction; speech processing; speech recognition; automatic speech recognition; band merging; frequency space division; full-band approach; multi-band ASR; multi-band speech analysis; phonetic feature transmission; phonetic model; phonetic transition lags; sub-bands; syllabic model; time-alignment; Automatic speech recognition; Computer science; Frequency conversion; Merging; Reverberation; Signal generators; Signal processing; Spatial databases; Speech analysis; Speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location
Seattle, WA
ISSN
1520-6149
Print_ISBN
0-7803-4428-6
Type
conf
DOI
10.1109/ICASSP.1998.675364
Filename
675364
Link To Document