ON INSTANTANEOUS AND TRANSITIONAL SPECTRAL INFORMATION FOR TEXT-DEPENDENT SPEAKER VERIFICATION

被引:3
|
作者
BERNASCONI, C
机构
[1] Electronics Laboratory, Swiss Federal Institute of Technology (ETH), Zürich
关键词
Automatic speaker verification; cepstral coefficients;
D O I
10.1016/0167-6393(90)90066-I
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We present a study of the effectiveness of instantaneous and transitional spectral information for text-dependent speaker verification. Instantaneous information, represented by contours of cepstral and normalized cepstral coefficients, describes the variation of the short-time speech spectra. Transitional information, represented by first-order orthogonal coefficients which result from the orthogonal polynomials expansion of the cepstral contours, describes the speed of variation of the speech spectra. Cepstral and first-order orthogonal coefficients vectors were employed separately as well as joined into a single feature vector, in classical DTW-based verification algorithms. Investigations on a population of 22 speakers (high-quality speech) showed that the elimination of the time-invariant spectral components from the speech features, taking place when performing cepstral normalization or computing first-order orthogonal coefficients, brings a substantial reliability improvement. Furthermore, transitional information is practically as effective as instantaneous information, whereas combining both kinds of information does not lead to further improvement. © 1990.
引用
收藏
页码:129 / 139
页数:11
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