DocumentCode
1826193
Title
Speaker recognition employing waveform based signal representation in nonorthogonal multiple transform domains
Author
Mikhael, Wasfy B. ; Premakanthan, Pravinkumar
Author_Institution
Dept. of Electr. Eng., Univ. of Central Florida, Orlando, FL, USA
Volume
2
fYear
2002
fDate
2002
Abstract
Automatic speaker recognition (ASR) technique employing split vector quantized speech representation in multiple transform domains is presented. In this approach, a set of appropriate transform domains are selected and a vector quantized codebook is generated in each of these selected transform domains for the signal waveform. For each speaker, each signal vector is represented from the codebooks that yield the highest accuracy of representation. The algorithm is given and a performance measure is developed and used to evaluate the algorithm performance. Improved speech recognition accuracy was consistently obtained employing the proposed technique in comparison with vector quantization employing single transform VQ representations. Sample results for 10 speakers are presented to illustrate the considerable performance improvement for ASR
Keywords
signal representation; speaker recognition; speech coding; transform coding; transforms; vector quantisation; ASR; VQ; algorithm performance; automatic speaker recognition; codebooks; nonorthogonal multiple transform domains; performance measure; representation accuracy; signal vector; signal waveform; single transform VQ representation; speech recognition accuracy; split vector quantized speech representation; vector quantization; vector quantized codebook; waveform based signal representation; Automatic speech recognition; Compaction; Computational complexity; Loudspeakers; Signal generators; Signal representations; Spatial databases; Speaker recognition; Speech recognition; Vector quantization;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 2002. ISCAS 2002. IEEE International Symposium on
Conference_Location
Phoenix-Scottsdale, AZ
Print_ISBN
0-7803-7448-7
Type
conf
DOI
10.1109/ISCAS.2002.1011426
Filename
1011426
Link To Document