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.

MethodFeatureParameterDev. setEval. setPooled

AESVDD-1PCMDim = 6430.311.4211.39
PCMDim = 12829.321.6311.91
PCMDim = 25628.452.7112.81
LFCCDim = 6428.032.2812.01
LFCCDim = 12827.245.0912.32
LFCCDim = 25631.043.4112.40
CQTDim = 6413.4616.8317.91
CQTDim = 12811.3211.7611.88
CQTDim = 25610.285.678.10

AESVDD-2CQTDim = 6421.473.8910.88
CQTDim = 12823.121.2410.12
CQTDim = 25613.55.979.20

Bold values indicate the optimal results.