基于相位谱的翻录语音攻击检测算法

李璨; 王让定; 严迪群; 陈亚楠

doi:10.11959/j.issn.1000-0801.2017126

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基于相位谱的翻录语音攻击检测算法

研究与开发 | 更新时间：2024-06-05

- 基于相位谱的翻录语音攻击检测算法
- Recapture voice replay detection based on phase spectrum
- 电信科学 2017年33卷第8期页码：145-154
- 作者机构：
- 作者简介：
  
  [ "李璨（1992-），女，宁波大学信息科学与工程学院硕士生，主要研究方向为多媒体通信与信息安全等。" ]
  [ "王让定（1962-），男，博士，宁波大学高等技术研究院教授、博士生导师，主要研究方向为多媒体通信与取证、信息隐藏与隐写分析、智能抄表及传感网络技术等。" ]
  [ "严迪群（1979-），男，博士，宁波大学信息科学与工程学院副教授、硕士生导师，主要研究方向为多媒体通信、信息安全、基于深度学习的数字语音取证等。" ]
  [ "陈亚楠（1990-），女，宁波大学信息科学与工程学院硕士生，主要研究方向为多媒体通信与信息安全等。" ]
- 基金信息：
  
  国家自然科学基金资助项目;The National Natural Science Foundation of China(61672302);国家自然科学基金资助项目;The National Natural Science Foundation of China(61300055);浙江省自然科学基金资助项目;Natural Science Foundation of Zhejiang Province of China(LZ15F020010);浙江省自然科学基金资助项目;Natural Science Foundation of Zhejiang Province of China(Y17F020051);宁波大学科研基金资助项目;The Scientific Research Foundation of Ningbo University(XKXL1405);宁波大学科研基金资助项目;The Scientific Research Foundation of Ningbo University(XKXL1420);宁波大学学科基金资助项目;Ningbo University Fund(XKXL1509);宁波大学学科基金资助项目;Ningbo University Fund(XKXL1503);宁波大学王宽诚幸福基金资助项目;K.C.Wong Magna Fund in Ningbo University
- DOI：10.11959/j.issn.1000-0801.2017126
  中图分类号： TP391
- 网络出版日期：2017-08，
  
  纸质出版日期：2017-08-15
- 稿件说明：
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李璨, 王让定, 严迪群, 等. 基于相位谱的翻录语音攻击检测算法[J]. 电信科学, 2017,33(8):145-154.

Can LI, Rangding WANG, Diqun YAN, et al. Recapture voice replay detection based on phase spectrum[J]. Telecommunications science, 2017, 33(8): 145-154.
李璨, 王让定, 严迪群, 等. 基于相位谱的翻录语音攻击检测算法[J]. 电信科学, 2017,33(8):145-154. DOI： 10.11959/j.issn.1000-0801.2017126.

Can LI, Rangding WANG, Diqun YAN, et al. Recapture voice replay detection based on phase spectrum[J]. Telecommunications science, 2017, 33(8): 145-154. DOI： 10.11959/j.issn.1000-0801.2017126.

摘要

因与原始语音具有高度相似性，经高保真设备回放的翻录语音常被不法分子用于对说话人认证（ASV）系统进行攻击，以达到非法认证的目的。为提高系统抵抗翻录语音攻击的顽健性，通过研究原始语音与翻录语音产生的实际过程，发现两者在频率域相位上有明显差异，并在此基础上提出了一种基于相位谱的翻录语音检测方法。分析讨论了FFT和不同偷录、回放设备对翻录语音检测率的影响。实验结果表明，该方法能够准确地判断待测语音是否为翻录语音，其检测率达到了99.04%。并且，将该算法加载到说话人识别系统中，使系统的等错误概率（EER）降低了约22%，有效提高了系统抵抗翻录语音攻击的性能。

Abstract

Due to a high similarity between the recaptured voice recorded by high-fidelity ripping equipment and the original voice

the automatic speaker verification（ASV）system used to be attacked illegally by the recaptured voice.In order to improve the ability of resisting the attack

a recaptured voice detection method was proposed based on the difference of phase spectrum between original and recaptured voices for the ASV system.In addition

the effects of different recording and replay devices

the FFT were discussed.Experimental results show that the proposed method can accurately recognize the recording voice

of which detection rate is 99.04%。Meanwhile

the equal error rate (EER) of the ASV system has dropped about 22% with this method being integrated

which indicates that the system’s ability of resisting playback attack is enhanced.

关键词

Keywords

references

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