WiVo: Enhancing the Security of Voice Control System via Wireless Signal in IoT Environment

被引:46
|
作者
Meng, Yan [1 ]
Wang, Zichang [1 ]
Zhang, Wei [1 ]
Wu, Peilin [1 ]
Zhu, Haojin [1 ]
Liang, Xiaohui [2 ]
Liu, Yao [3 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Shanghai, Peoples R China
[2] Univ Massachusetts Boston, Boston, MA USA
[3] Univ S Florida, Tampa, FL 33620 USA
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
Liveness Detection; Voice Control System; Wireless Side Channels;
D O I
10.1145/3209582.3209591
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
With the prevalent of smart devices and home automations, voice command has become a popular User Interface (UI) channel in the IoT environment. Although Voice Control System (VCS) has the advantages of great convenience, it is extremely vulnerable to the spoofing attack (e.g., replay attack, hidden/inaudible command attack) due to its broadcast nature. In this study, we present WiVo, a device-free voice liveness detection system based on the prevalent wireless signals generated by IoT devices without any additional devices or sensors carried by the users. The basic motivation of WiVo is to distinguish the authentic voice command from a spoofed one via its corresponding mouth motions, which can be captured and recognized by wireless signals. To achieve this goal, WiVo builds a theoretical model to characterize the correlation between wireless signal dynamics and the user's voice syllables. WiVo extracts the unique features from both voice and wireless signals, and then calculates the consistency between these different types of signals in order to determine whether the voice command is generated by the authentic user of VCS or an adversary. To evaluate the effectiveness of WiVo, we build a testbed based on Samsung SmartThings framework and include WiVo as a new application, which is expected to significantly enhance the security of the existing VCS. We have evaluated WiVo with 6 participants and different voice commands. Experimental evaluation results demonstrate that WiVo achieves the overall 99% detection rate with 1% false accept rate and has a low latency.
引用
收藏
页码:81 / 90
页数:10
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