PatronuS: A System for Privacy-Preserving Cloud Video Surveillance

被引:18
|
作者
Du, Haohua [1 ]
Chen, Linlin [1 ]
Qian, Jianwei [2 ]
Hou, Jiahui [1 ]
Jung, Taeho [3 ]
Li, Xiang-Yang [4 ]
机构
[1] IIT, Dept Comp Sci, Chicago, IL 60616 USA
[2] Samsung Res Amer, Mountain View, CA 94043 USA
[3] Univ Notre Dame, Dept Comp Sci & Engn, Notre Dame, IN 46556 USA
[4] Univ Sci & Technol China, Dept Comp Sci, Hefei 230052, Peoples R China
基金
国家重点研发计划;
关键词
Privacy; Security; Grounding; Video surveillance; Task analysis; Visualization; security; surveillance systems;
D O I
10.1109/JSAC.2020.2986665
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Privacy has become one of the major concerns in cloud video surveillance. Privacy protection of the surveillance videos strive to protect users' privacy information without hampering regular security tasks of the surveillance, meanwhile retains the system's high accuracy and efficiency. The current state of the art in protecting the video privacy is mainly realized through Privacy Region Protection, which only protects the privacy regions while keeps the non-privacy regions visually intact so that processing in the cloud is still feasible. However, the problem of determining the privacy regions has been ignored and not properly addressed. In this paper, we propose a novel notion - concept graph, and with the aid of that, we develop our system - PatronuS to determine the privacy regions subject to satisfying both privacy and security requirements. We further propose an event distilling model and a privacy inference model to assist in determining specific privacy regions. And we evaluate PatronuS in real-world settings and demonstrate its efficiency in privacy protection without degrading system's surveillance functionality.
引用
收藏
页码:1252 / 1261
页数:10
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