Content area

Abstract

Image denoising is a fundamental tool in the fields of image processing and computer vision. With the rapid development of multimedia and cloud computing, it has become popular for resource-constrained users to outsource the storage and denoising of massive images. However, it may cause privacy concerns and response delays. In this scenario, we propose an efFicient privAcy-preseRving Image deNoising schEme (FARINE) for outsourcing digital images. By introducing a key conversion mechanism, FARINE allows removing noise from a given noisy image using a non-local mean way without leaking any information about the plaintext content. Due to its low computational latency/communication cost, edge computing is considered to improve the user experience. To achieve a dynamic user set efficiently, we design a fine-grained access control mechanism to support user authorization and revocation in multi-user scenarios. Extensive experiments over several benchmark data sets show that FARINE obtains comparable performance to plaintext image denoising.

Details

1009240
Title
Edge-based secure image denoising scheme supporting flexible user authorization
Author
Huang, Yibing 1 ; Xu, Yongliang 1   VIAFID ORCID Logo  ; Cheng, Hang 1 ; Chen, Fei 2   VIAFID ORCID Logo  ; Wang, Meiqing 1 

 School of Mathematics and Statistics, Fuzhou University, Fuzhou, China 
 College of Computer and Data Science, Fuzhou University, Fuzhou, China 
Volume
18
Publication year
2024
Publication date
Jan 2024
Publisher
Sage Publications Ltd.
Place of publication
Brentwood
Country of publication
United Kingdom
ISSN
17483018
e-ISSN
17483026
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2024-07-01
Milestone dates
2023-11-20 (Received); 2024-06-10 (Accepted); 2024-05-20 (Rev-recd)
Publication history
 
 
   First posting date
01 Jul 2024
ProQuest document ID
3150156529
Document URL
https://www.proquest.com/scholarly-journals/edge-based-secure-image-denoising-scheme/docview/3150156529/se-2?accountid=208611
Copyright
© The Author(s) 2024. This work is licensed under the Creative Commons  Attribution – Non-Commercial License https://creativecommons.org/licenses/by-nc/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2024-12-30
Database
2 databases
  • ProQuest One Academic
  • ProQuest One Academic