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DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK

Abstract: 

Nowadays, speech spoofing is so common that it presents a great challenge to social security. Thus, it is of great significance to recognize a spoofed speech from a genuine one. Most of the current researches have focused on voice conversion (VC), synthesis and recapture which mimic a target speaker to break through ASV systems by increased false acceptance rates. However, there exists another type of spoofing, voice transformation (VT), that transforms a speech signal without a target in order ‘not to be recognized’ by increased false reject rates. VT has received much less attention. Thus, in this paper, we investigate the model of VT and propose a method using a very deep dense convolutional network with 135 layers to detect VT spoofed speeches from genuine speeches. The experimental results show that the average accuracies over intra-database and cross-database outperform the reported state-of-the-art methods.

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Paper Details

Authors:
Yong Wang, Zhuoyi Su
Submitted On:
8 May 2019 - 3:15am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Yong Wang, Zhuoyi Su
Paper Code:
1311
Document Year:
2019
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Paper #1311.pdf

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[1] Yong Wang, Zhuoyi Su, "DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4031. Accessed: Jul. 17, 2019.
@article{4031-19,
url = {http://sigport.org/4031},
author = {Yong Wang; Zhuoyi Su },
publisher = {IEEE SigPort},
title = {DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK},
year = {2019} }
TY - EJOUR
T1 - DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK
AU - Yong Wang; Zhuoyi Su
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4031
ER -
Yong Wang, Zhuoyi Su. (2019). DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK. IEEE SigPort. http://sigport.org/4031
Yong Wang, Zhuoyi Su, 2019. DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK. Available at: http://sigport.org/4031.
Yong Wang, Zhuoyi Su. (2019). "DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK." Web.
1. Yong Wang, Zhuoyi Su. DETECTION OF VOICE TRANSFORMATION SPOOFING BASED ON DENSE CONVOLUTIONAL NETWORK [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4031