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author:

Li, Y. (Li, Y..) [1] | Ma, J. (Ma, J..) [2] | Miao, Y. (Miao, Y..) [3] | Li, H. (Li, H..) [4] | Yan, Q. (Yan, Q..) [5] | Wang, Y. (Wang, Y..) [6] | Liu, X. (Liu, X..) [7] | Choo, K.-K.R. (Choo, K.-K.R..) [8]

Indexed by:

Scopus

Abstract:

The increasing awareness in privacy has partly contributed to the renewed interest in privacy-preserving encrypted image retrieval, and designing for outsourced images stored on cloud servers, etc. However, there are some limitations in these existing schemes such as low retrieval accuracy, low retrieval efficiency, and less efficient result verification in the dynamic setting. Therefore, in this paper we present a novel Dynamic Verifiable Retrieval over Encrypted Images (DVREI) scheme. First, a pre-trained Convolutional Neural Network (CNN) model is utilized to extract image features to improve retrieval accuracy. Then, an encrypted index based on the K-means clustering algorithm is designed to improve retrieval efficiency. Finally, a dynamic verification tree based on the chameleon hash is used to verify the correctness of the retrieval results and support dynamic updates. We theoretically and experimentally evaluate the security and performance of DVREI to demonstrate its practicability. © 1968-2012 IEEE.

Keyword:

chameleon hash; dynamic update; Encrypted image retrieval; encrypted index; verifiable retrieval

Community:

  • [ 1 ] [Li, Y.]the School of Cyber Engineering, Xidian University, Xi'an, 710071, China
  • [ 2 ] [Li, Y.]the Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, 541004, China
  • [ 3 ] [Li, Y.]the Shaanxi Key Laboratory of Network and System Security, Xidian University, Xi'an, 710071, China
  • [ 4 ] [Ma, J.]the School of Cyber Engineering, Xidian University, Xi'an, 710071, China
  • [ 5 ] [Ma, J.]the Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, 541004, China
  • [ 6 ] [Ma, J.]the Shaanxi Key Laboratory of Network and System Security, Xidian University, Xi'an, 710071, China
  • [ 7 ] [Miao, Y.]the School of Cyber Engineering, Xidian University, Xi'an, 710071, China
  • [ 8 ] [Miao, Y.]the Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, 541004, China
  • [ 9 ] [Miao, Y.]the Shaanxi Key Laboratory of Network and System Security, Xidian University, Xi'an, 710071, China
  • [ 10 ] [Li, H.]the WeBank, Shenzhen, 440305, China
  • [ 11 ] [Li, H.]the College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 12 ] [Yan, Q.]the WeBank, Shenzhen, 440305, China
  • [ 13 ] [Yan, Q.]the College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 14 ] [Wang, Y.]the School of Cyber Engineering, Xidian University, Xi'an, 710071, China
  • [ 15 ] [Wang, Y.]the Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, 541004, China
  • [ 16 ] [Wang, Y.]the Shaanxi Key Laboratory of Network and System Security, Xidian University, Xi'an, 710071, China
  • [ 17 ] [Liu, X.]the Cyberspace Security Research Center, Peng Cheng Laboratory, Shenzhen, 518066, China
  • [ 18 ] [Choo, K.-K.R.]the Department of Information Systems and Cyber Security, University of Texas at San Antonio, San Antonio, TX 78249, United States

Reprint 's Address:

  • [Miao, Y.]the School of Cyber Engineering, China

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Source :

IEEE Transactions on Computers

ISSN: 0018-9340

Year: 2022

Issue: 8

Volume: 71

Page: 1755-1769

3 . 7

JCR@2022

3 . 6 0 0

JCR@2023

ESI HC Threshold:61

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 14

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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