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Table 8 Comparison with some known systems based on hand-crafted features on the ASVspoof 2017 V2 evaluation set in terms of EER(%)

From: Discriminative features based on modified log magnitude spectrum for playback speech detection

Feature

Classifier

EER

CQCC-SDA [30]

GMM

15.33

(CQCC-logE)-SDA [30]

GMM

12.24

CQCC-SDA [30]

I-vector

15.63

(CQCC-logE)-SDA [30]

I-vector

12.93

qDFTspe [42]

GMM

11.19

CQCC-SDA

DNN

32.46

CQCC-DA

DNN

15.18

CMPOC-DA [40]

DNN

14.99

CMPOC-D [40]

DNN

14.93

eCQCC-DA [38]

DNN

13.38

CQSPIC-DA [41]

DNN

11.09

CMOC-DA

DNN

14.16

CVOC-DA

DNN

11.46