Efficient and secure multi-user outsourced image retrieval scheme with access control

Fuyuan SONG; Zheng QIN; Jixin ZHANG; Yu LIU

doi:10.11959/j.issn.2096-109x.2021076

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Efficient and secure multi-user outsourced image retrieval scheme with access control

TopicⅠ: Voice Image and Audio-Video Processing | 更新时间：2024-06-03

- Efficient and secure multi-user outsourced image retrieval scheme with access control
- Chinese Journal of Network and Information Security Vol. 7, Issue 5, Pages: 29-39(2021)
- 作者机构：
  
  1. 湖南大学信息科学与工程学院，湖南长沙 410082
  2. 湖北工业大学计算机学院，湖北武汉 430068
- 作者简介：
- 基金信息：
- DOI：10.11959/j.issn.2096-109x.2021076
  CLC： TP309
- Online First：2021-10，
  
  Published：15 October 2021
- 稿件说明：
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Fuyuan SONG, Zheng QIN, Jixin ZHANG, et al. Efficient and secure multi-user outsourced image retrieval scheme with access control[J]. Chinese Journal of Network and Information Security, 2021, 7(5): 29-39.
DOI：

Fuyuan SONG, Zheng QIN, Jixin ZHANG, et al. Efficient and secure multi-user outsourced image retrieval scheme with access control[J]. Chinese Journal of Network and Information Security, 2021, 7(5): 29-39. DOI： 10.11959/j.issn.2096-109x.2021076.

摘要

由于公有云不是可信的实体，通过公有云提供图像检索服务时，它可能会窃取图像数据的敏感信息。近年来，密文图像检索方法被提出，用于保护图像隐私。然而，传统的隐私保护图像检索方案搜索效率较低，且无法支持多用户场景。因此，提出一种基于访问控制安全高效的多用户外包图像检索方案。该方案采用一次一密和矩阵变换方法，实现基于欧几里得距离（简称欧氏距离）相似性的密文图像检索，并利用矩阵分解和代理重加密，实现多用户外包图像检索。采用局部敏感哈希算法构建索引，提高密文图像检索效率。特别地，提出一种基于角色多项式函数的轻量级访问控制策略，该策略能够灵活设定图像访问权限，防止恶意用户窃取隐私信息。安全性分析论证了所提方案能够保护图像和查询请求的机密性；实验结果表明所提方案能够达到高效的图像检索。

Abstract

In the cloud-based image retrieval services

the cloud server may not be fully trusted in which may arise privacy concerns.Some privacy-preserving image retrieval schemes have been proposed to protect image privacy.However

the traditional privacy-preserving image retrieval schemes have some weaknesses

such as inefficient and single-user setting.Therefore

an efficient and secure multi-user outsourced image retrieval (EMIR) scheme with access control was proposed.EMIR utilized matrix decomposition and proxy re-encryption to achieve multi-user outsourced image retrieval.By leveraging the techniques of one-time pad and matrix transformation

EMIR supported efficient and secure image retrieval based on Euclidean distance similarity in a privacy-preserving manner.In addition

EMIR applied locality sensitive hashing (LSH) to build searchable indexes in a privacy-preserving manner

which could improve the image retrieval performance.Specifically

a lightweight access control strategy by using role-based polynomial function was designed to authorize the legality of the query user.Security analysis shows that EMIR can protect the confidentiality of the images and the queries.The extensive experiments demonstrate that EMIR achieves efficient image retrieval.

关键词

Keywords

references

SHASHANK J , KOWSHIK P , SRINATHAN K , et al . Private content based image retrieval [C ] // Proc.Of IEEE CVPR . 2014 : 1 - 8 .

SONG F Y , QIN Z , LIU Q , et al . Efficient and secure k-nearest neighbor search over encrypted data in public cloud [C ] // Proc of IEEE ICC . 2019 : 1 - 6 .

XIA Z , XIONG N N , VASILAKOS V A , et al . EPCBIR:an efficient and privacy-preserving content-based image retrieval scheme in cloud computing [J ] . Information Sciences , 2017 , 387 : 195 - 204 .

ZHOU K , REN J . Passbio:privacy-preserving user-centric biometric authentication [J ] . IEEE Transactions on Information Forensics Security , 2018 , 13 ( 12 ): 3050 - 3063 .

LI X , XUE Q , CHUAH M C . Casheirs:cloud assisted scalable hierarchical encrypted based image retrieval system [C ] // Proc of IEEE INFOCOM , 2017 : 1 - 9 .

SHEN M , CHENG G ,, ZHU L , DU X , et al . Content-based multi-source encrypted image retrieval in clouds with privacy preservation [J ] . Future Generation Computer Systems , 2020 , 109 : 621 - 632 .

JUNG T , LI X , WAN M . Collusion-tolerable privacy-preserving sum and product calculation without secure channel [J ] . IEEE Transactions on Dependable and Secure Computing , 2014 , 12 ( 1 ): 45 - 57 .

YUAN J , YU S , GUO L . SEISA:Secure and efficient encrypted image search with access control [C ] // Proc of IEEE INFOCOM , 2015 : 2083 - 2091 .

ZHENG Y , LU R , GUAN Y , et al . Achieving efficient and privacy-preserving exact set similarity search over encrypted data [J ] . IEEE Transactions on Dependable and Secure Computing , 2020 .

FU Z , HUANG F , SUN X , et al . Enabling semantic search based on conceptual graphs over encrypted outsourced data [J ] . IEEE Transactions on Services Computing , 2016 , 12 ( 5 ): 813 - 823 .

XU L , YUAN X , WANG C , et al . Hardening database padding for searchable encryption [C ] // Proc of IEEE INFOCOM . 2019 : 2503 - 2511 .

SHU J , JIA X , YANG K , et al . Privacy-preserving task recommendation services for crowd sourcing [J ] . IEEE Transactions on Services Computing , 2021 , 14 ( 1 ): 235 - 247 .

ZHANG C , ZHU L , XU C , et al . TPPR:A trust-based and privacy-preserving platoon recommendation scheme in VANET [J ] . IEEE Transactions on Services Computing , 2019 .

YUAN J , TIAN Y . Practical privacy-preserving MapReduce based k-means clustering over large-scale dataset [J ] . IEEE Transactions on Cloud Computing , 2017 , 7 ( 2 ): 568 - 579 .

WANG X , MA J , LIU X , et al . Search in my way:Practical outsourced image retrieval framework supporting unshared key [C ] // Proc of IEEE INFOCOM . 2019 : 2485 - 2493 .

PENG Z , JIA Y , LIU H , et al . Maximum entropy subspace clustering network [J ] . IEEE Transactions on Circuits and Systems for Video Technology , 2021 .

YUE Y , FINLEY T , RADLINSKI F , et al . A support vector method for optimizing average precision [C ] // Proc of ACM SIGIR . 2007 : 271 - 278 .

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