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- W2116766658 abstract "Gaussian selection is a technique applied in the GMM-UBM framework to accelerate score calculation. We have recently introduced a novel Gaussian selection method known as sorted GMM (SGMM). SGMM uses scalar-indexing of the universal background model mean vectors to achieve fast search of the top-scoring Gaussians. In the present work we extend this method by using 2-dimensional indexing, which leads to simultaneous frame and Gaussian selection. Our results on the NIST 2002 speaker recognition evaluation corpus indicate that both the 1- and 2- dimensional SGMMs outperform frame decimation and temporal tracking of top-scoring Gaussians by a wide margin (in terms of Gaussian computations relative to GMM-UBM as baseline)." @default.
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- W2116766658 date "2010-03-01" @default.
- W2116766658 modified "2023-09-26" @default.
- W2116766658 title "Joint frame and Gaussian selection for text independent speaker verification" @default.
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- W2116766658 doi "https://doi.org/10.1109/icassp.2010.5495576" @default.
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