Research Article
One-Class Fake Speech Detection Based on Improved Support Vector Data Description
Table 2
EER (%) of detection performance experiment with different methods and parameters.
| Method | Feature | Parameter | Dev. set | Eval. set | Pooled |
| AESVDD-1 | PCM | Dim = 64 | 30.31 | 1.42 | 11.39 | PCM | Dim = 128 | 29.32 | 1.63 | 11.91 | PCM | Dim = 256 | 28.45 | 2.71 | 12.81 | LFCC | Dim = 64 | 28.03 | 2.28 | 12.01 | LFCC | Dim = 128 | 27.24 | 5.09 | 12.32 | LFCC | Dim = 256 | 31.04 | 3.41 | 12.40 | CQT | Dim = 64 | 13.46 | 16.83 | 17.91 | CQT | Dim = 128 | 11.32 | 11.76 | 11.88 | CQT | Dim = 256 | 10.28 | 5.67 | 8.10 |
| AESVDD-2 | CQT | Dim = 64 | 21.47 | 3.89 | 10.88 | CQT | Dim = 128 | 23.12 | 1.24 | 10.12 | CQT | Dim = 256 | 13.5 | 5.97 | 9.20 |
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Bold values indicate the optimal results.
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