Research Article

One-Class Fake Speech Detection Based on Improved Support Vector Data Description

Table 4

The result of cross-database experiment.

MethodEER (%)
2019 dev.In-the-wildFoR

Res-TSSDNet + PCM1.0935.5445.63
Res-TSSDNet + CQT1.1523.1536.14
ResNet + spectrum0.8546.3949.28
ResNet + MFCC1.1825.9150.20
Proposed (AESVDD-1)10.2816.8523.34
Proposed (AESVDD-2)13.515.0825.88

The left column includes results on ASVspoof 2019 development set, and the right columns are results on “In-the-wild” dataset and FoR dataset. Bold values indicate the optimal results.