Title :
Liveness detection using time drift between lip movement and voice
Author :
Zheng-yu Zhu ; Qian-Hua He ; Xiao-Hui Feng ; Yan-Xiong Li ; Zhi-feng Wang
Author_Institution :
Sch. of Electron. & Inf. Eng., South China Univ. of Technol., Guangzhou, China
Abstract :
Liveness check through measuring synchrony between the lip and the voice in video sequence has been proved to be a feasible way to prevent spoofing attacks. The generic methods utilize degree of audiovisual correlation to judge consistency. However, little attention is paid to the audiovisual time drift difference between live recordings and fraudulent attacks. In this paper, the time shift difference and the delay range is concluded by delay estimation experiments on VidTIMID. According to the conclusion, we propose an improved ¿liveness¿ scores evaluation algorithm for audio-video identification system. Experimental results on the same database show that the proposed algorithm got better performance. In comparison with the traditional methods, the EER (Equal Error Rate) averagely decreases about 5%.
Keywords :
audio recording; audio-visual systems; biometrics (access control); error statistics; image sequences; security of data; video recording; EER; VidTIMID; audio-video identification system; audiovisual correlation; audiovisual time drift; delay estimation; delay range; equal error rate; fraudulent attack; lip movement; live recordings; liveness score evaluation algorithm; spoofing attack prevention; synchrony measure; time shift difference; video sequence; Abstracts; Biometric; Canonical Correlation Analysis; Coinertia Analysis; Lip synchrony; Liveness Detection;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2013 International Conference on
Conference_Location :
Tianjin
DOI :
10.1109/ICMLC.2013.6890423