Privacy-Preserving Traffic Violation Image Filtering and Searching via Crowdsensing

被引:0
|
作者
Yuanyuan Zhang
Jinbo Xiong
Ximeng Liu
机构
[1] South China University of Technology,School of Computer Science and Engineering
[2] Fujian Normal University,Fujian Provincial Key Laboratory of Network Security and Cryptology
[3] Fujian Normal University,College of Computer and Cyber Security
[4] Fuzhou University,College of Mathematics and Computer Science
来源
Mobile Networks and Applications | 2022年 / 27卷
关键词
Privacy preserving; Traffic violation image; Multi-requester/Multi-user; Image filtering; Image searching; Mobile crowdsensing;
D O I
暂无
中图分类号
学科分类号
摘要
With the popularity of mobile terminal equipment and wireless sensing network, the applications of mobile crowdsensing-based traffic violation monitoring are increasingly widely used. However, the enormous amount of sensing data with complex types brings a critical challenge to the limited bandwidth and storage space. Meanwhile, there is a serious risk of the sensing data and query privacy leakage in multi-requester/multi-user scenarios. To address the above issues, we propose a traffic violation image filtering and searching scheme for multi-requester/multi-user mobile crowdsensing, which achieves image content and user query privacy preservation. Specifically, we firstly consider the multiple factors that impaired image quality, then give the grading metric to perform image filtering and obtain high-quality images. In query and searching processes, we achieve that unshared key multi-requester/multi-user image retrieval without any image content and query privacy leakage. Moreover, our proposed scheme supports the malicious users’ accountability based on the revealed private keys, which significantly improve the security and reliability. Finally, we conduct the privacy analysis, which satisfies the privacy-preserving and security requirements. Experiment results on real-world dataset show that our approach to image filtering and searching is practical and effective.
引用
收藏
页码:2374 / 2390
页数:16
相关论文
共 50 条
  • [31] Efficient Bilateral Privacy-Preserving Data Collection for Mobile Crowdsensing
    Wu, Axin
    Luo, Weiqi
    Yang, Anjia
    Zhang, Yinghui
    Zhu, Jianhao
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2024, 17 (03) : 865 - 877
  • [32] A Blockchain Based Privacy-Preserving Incentive Mechanism in Crowdsensing Applications
    Wang, Jingzhong
    Li, Mengru
    He, Yunhua
    Li, Hong
    Xiao, Ke
    Wang, Chao
    IEEE ACCESS, 2018, 6 : 17545 - 17556
  • [33] Traceable and Privacy-Preserving Non-Interactive Data Sharing in Mobile Crowdsensing
    Song, Fuyuan
    Qin, Zheng
    Liang, Jinwen
    Xiong, Pulei
    Lin, Xiaodong
    2021 18TH INTERNATIONAL CONFERENCE ON PRIVACY, SECURITY AND TRUST (PST), 2021,
  • [34] A Privacy-Preserving Incentive Mechanism for Mobile Crowdsensing Based on Blockchain
    Tong, Fei
    Zhou, Yuanhang
    Wang, Kaiming
    Cheng, Guang
    Niu, Jianyu
    He, Shibo
    IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2024, 21 (06) : 5071 - 5085
  • [35] An efficient and privacy-preserving truth discovery scheme in crowdsensing applications
    Zhang, Chuan
    Xu, Chang
    Zhu, Liehuang
    Li, Yanwei
    Zhang, Can
    Wu, Huishu
    COMPUTERS & SECURITY, 2020, 97
  • [36] A Lightweight Privacy-Preserving Participant Selection Scheme for Mobile Crowdsensing
    Cheng, Yudan
    Ma, Jianfeng
    Liu, Zhiquan
    2022 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2022, : 1509 - 1514
  • [37] iTAM: Bilateral Privacy-Preserving Task Assignment for Mobile Crowdsensing
    Zhao, Bowen
    Tang, Shaohua
    Liu, Ximeng
    Zhang, Xinglin
    Chen, Wei-Neng
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2021, 20 (12) : 3351 - 3366
  • [38] PACE: Privacy-Preserving and Quality-Aware Incentive Mechanism for Mobile Crowdsensing
    Zhao, Bowen
    Tang, Shaohua
    Liu, Ximeng
    Zhang, Xinglin
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2021, 20 (05) : 1924 - 1939
  • [39] Fair payments for privacy-preserving aggregation of mobile crowdsensing data
    Dorsala, Mallikarjun Reddy
    Sastry, V. N.
    Chapram, Sudhakar
    JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2022, 34 (08) : 5478 - 5492
  • [40] PP-MAD: Privacy-preserving multi-task data aggregation in mobile crowdsensing via blockchain
    Yan, Xingfu
    Ding, Jiaju
    Luo, Fucai
    Gong, Zheng
    Ng, Wing W. Y.
    Luo, Yiyuan
    COMPUTER STANDARDS & INTERFACES, 2025, 94