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MagLive: Near-Field Magnetic Sensing-Based Voice Liveness Detection on Smartphones
April 2, 2024, 7:11 p.m. | Xiping Sun, Jing Chen, Cong Wu, Kun He, Haozhe Xu, Yebo Feng, Ruiying Du, Xianhao Chen
cs.CR updates on arXiv.org arxiv.org
Abstract: Voice authentication has been widely used on smartphones. However, it remains vulnerable to spoofing attacks, where the attacker replays recorded voice samples from authentic humans using loudspeakers to bypass the voice authentication system. In this paper, we present MagLive, a robust voice liveness detection scheme designed for smartphones to mitigate such spoofing attacks. MagLive leverages differences in magnetic field patterns generated by different speakers (i.e., humans or loudspeakers) when speaking for liveness detection. It uses …
arxiv attacker attacks authentication bypass cs.cr detection humans liveness detection near sensing smartphones spoofing spoofing attacks system voice voice authentication vulnerable
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