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Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems

Abstract: 

In this paper, the importance of analytic phase of the speech signal in automatic speaker verification systems is demonstrated in the context of replay spoof attacks. In order to accurately detect the replay spoof attacks, effective feature representations of speech signals are required to capture the distortion introduced due to the intermediate playback/recording devices, which is convolutive in nature.
Since the convolutional distortion in time-domain translates to additive distortion in the phase-domain, we propose to use IFCC features extracted from the analytic phase of the speech signal. The IFCC features contain information from both clean speech and distortion components. The clean speech component has to be subtracted inorder to highlight the distortion component introduced by the playback/recording devices. In this work, a dictionary learned from the IFCCs extracted from clean speech data is used to remove the clean speech component. The residual distortion component is used as a feature to build binary classifier for replay spoof detection. The proposed phase-based features delivered a 9\% absolute improvement over the baseline system built using magnitude-based CQCC features.

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Paper Details

Authors:
Shaik Mohammad Rafi B, Sri Rama Murty K
Submitted On:
16 May 2019 - 10:16pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Sri Rama Murty K
Paper Code:
5235
Document Year:
2019
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Poster of ICASSP19

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[1] Shaik Mohammad Rafi B, Sri Rama Murty K, "Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4543. Accessed: Sep. 20, 2019.
@article{4543-19,
url = {http://sigport.org/4543},
author = {Shaik Mohammad Rafi B; Sri Rama Murty K },
publisher = {IEEE SigPort},
title = {Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems},
year = {2019} }
TY - EJOUR
T1 - Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems
AU - Shaik Mohammad Rafi B; Sri Rama Murty K
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4543
ER -
Shaik Mohammad Rafi B, Sri Rama Murty K. (2019). Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems. IEEE SigPort. http://sigport.org/4543
Shaik Mohammad Rafi B, Sri Rama Murty K, 2019. Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems. Available at: http://sigport.org/4543.
Shaik Mohammad Rafi B, Sri Rama Murty K. (2019). "Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems." Web.
1. Shaik Mohammad Rafi B, Sri Rama Murty K. Importance of analytic phase of the speech signal for detecting Replay attacks in automatic speaker verification systems [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4543