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Table 3 Comparison of results with and without zero-order Baum-Welch statistics normalization

From: An improved i-vector extraction algorithm for speaker verification

 

Male

 

English trials

All trials

 

EER(%)

DCF

EER(%)

DCF

R = 1000, no zero-order norm

2.48

0.0245

5.48

0.0533

R = 1000, with zero-order norm

2.48

0.0245

5.48

0.0533

R = 950, no zero-order norm

2.29

0.0221

5.25

0.0516

R = 950, with zero-order norm

2.27

0.0220

5.24

0.0514

R = 900, no zero-order norm

2.19

0.0211

5.12

0.0506

R = 900, with zero-order norm

2.15

0.0207

5.10

0.0503

  1. All results are obtained with cosine scoring, LDA dimension of 210, and without EFR normalization