Edge-based secure image denoising scheme supporting flexible user authorization

Author:

Huang Yibing1,Xu Yongliang1ORCID,Cheng Hang1,Chen Fei2ORCID,Wang Meiqing1

Affiliation:

1. School of Mathematics and Statistics, Fuzhou University, Fuzhou, China

2. College of Computer and Data Science, Fuzhou University, Fuzhou, China

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.

Funder

National Natural Science Foundation of China

Natural Science Foundation of Fujian Province

Education Research Project for Young and Middle-Aged Teachers of the Education Department of Fujian Province

Publisher

SAGE Publications

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