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Characterising Usage Patterns and Privacy Risks of a Home Security Camera Service
Li, Jinyang1,2; Li, Zhenyu1,2,3; Tyson, Gareth4; Xie, Gaogang5
2022-07-01
发表期刊IEEE TRANSACTIONS ON MOBILE COMPUTING
ISSN1536-1233
卷号21期号:7页码:2344-2357
摘要Home security cameras (HSCs) are becoming increasingly important in protecting people's household property and caring for family members. As an emerging type of home IoT devices, HSCs are distinct from traditional IoT devices in that they are often installed in intimate places, detecting movements constantly. Such close integration with users' daily life may result in distinct user behavioral patterns and privacy concerns. To explore this, we perform a detailed measurement study based on a large-scale service log dataset from a major HSC service provider. Our analysis reveals unique usage patterns of HSCs, including significant wasted uploads, asymmetrical upload and download traffic, skewed user engagement, and limited watching locations. We further identify three types of privacy risks in current HSC services using both passive logs and active measurements. These risks can be exploited by attackers, through observing only the traffic rates of HSCs, to infer the working state of cameras and even the daily activity routine in places where the camera is installed. Moreover, we find the premium users who pay an extra fee are especially vulnerable to such privacy inferences. We propose countermeasures from the perspectives of susceptible users and HSC providers to mitigate the risks.
关键词Cameras Privacy Streaming media Servers Motion detection Mobile computing Feeds Home security camera IoT privacy usage pattern
DOI10.1109/TMC.2020.3039787
收录类别SCI
语种英语
资助项目National Key R&D Program of China[2019YFB1802800] ; NSF of China[61725206] ; NSF of China[U20A20180] ; NSF of China[62072437] ; Youth Innovation Promotion Association CAS ; Project PCL Future Greater-Bay Area Network Facilities for Large-scale Experiments and Applications[LZC0019]
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Telecommunications
WOS记录号WOS:000805781000005
出版者IEEE COMPUTER SOC
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/19595
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Li, Zhenyu
作者单位1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.Peng Cheng Lab, Shenzhen 518000, Peoples R China
4.Queen Mary Univ London, Sch Elect Engn & Comp Sci, London E1 4NS, England
5.Chinese Acad Sci, Comp Network Informat Ctr, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Li, Jinyang,Li, Zhenyu,Tyson, Gareth,et al. Characterising Usage Patterns and Privacy Risks of a Home Security Camera Service[J]. IEEE TRANSACTIONS ON MOBILE COMPUTING,2022,21(7):2344-2357.
APA Li, Jinyang,Li, Zhenyu,Tyson, Gareth,&Xie, Gaogang.(2022).Characterising Usage Patterns and Privacy Risks of a Home Security Camera Service.IEEE TRANSACTIONS ON MOBILE COMPUTING,21(7),2344-2357.
MLA Li, Jinyang,et al."Characterising Usage Patterns and Privacy Risks of a Home Security Camera Service".IEEE TRANSACTIONS ON MOBILE COMPUTING 21.7(2022):2344-2357.
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