F0 can tell us more: speaker verification using the long term distribution
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Kinoshita, Yuko
Ishihara, Shunichi
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Australian Speech Science and Technology Association Inc
Abstract
This study explores some options for improving the performance of F0-based speaker verification. We tested different parameterisation techniques that enable us to capture non-unimodal distribution. We also tested the use of dynamic features (delta F0) and different scales (log10). As a result, we discovered that combinations of these techniques could significantly improve both the performance of speaker verification, and the reliability of the likelihood ratios.
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Proceedings of Australasian International Conference on Speech Science and Technology 2010
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2037-12-31