FLSIR: Secure Image Retrieval Based on Federated Learning and Additive Secret Sharing

doi:10.1109/ACCESS.2022.3183224

	FLSIR: Secure Image Retrieval Based on Federated Learning and Additive Secret Sharing
	Lei Zhang 1; Ruiyan Xia2 ; Wensheng Tian 1; Zhaokun Cheng 1; Zhichao Yan 1; Panpan Tang 1
	2022
发表期刊	IEEE ACCESS (IF:3.4[JCR-2023],3.7[5-Year])
ISSN	2169-3536
卷号	10
发表状态	已发表
DOI	10.1109/ACCESS.2022.3183224
摘要	With the rapid deployment of electronic imaging devices, plenty of high-quality images are in the general public’s hands. These images can be profitable, such as providing retrieval services; however, it is difficult for the individual to profit without the support of the cloud platform. The straightforward idea is that image owners upload their images to the cloud; yet, it is infeasible as the cloud platforms are not fully-trusted. In previous works, in order to protect the privacy of image owners, many researchers consider the Secure content-based Image Retrieval (SIR) task, which enables cloud servers to provide retrieval services while not exposing the images from the owners. However, the existing schemes are often not friendly to users as it’s assumed that the owners have no profit demand and are unwilling to provide extra computation resources. This work introduces federated learning into SIR, which ensures better retrieval accuracy and efficiency; the additive secret sharing technology is utilized to protect the image information, and a better secure comparison protocol is proposed for better efficiency. We believe that the users can enjoy a better secure retrieval service with our proposed scheme. The experiment results and security analysis demonstrate that our scheme provides a significant accuracy advantage while ensuring efficiency and security.
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收录类别	SCI ; SCIE ; EI
来源库	IEEE
引用统计	正在获取...
文献类型	期刊论文
条目标识符	https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/197843
专题	信息科学与技术学院信息科学与技术学院_本科生
作者单位	1.Nanhu Laboratory, Jiaxing, China 2.School of Information Science and Technology, ShanghaiTech University, Shanghai, China
推荐引用方式 GB/T 7714	Lei Zhang,Ruiyan Xia,Wensheng Tian,et al. FLSIR: Secure Image Retrieval Based on Federated Learning and Additive Secret Sharing[J]. IEEE ACCESS,2022,10.
APA	Lei Zhang,Ruiyan Xia,Wensheng Tian,Zhaokun Cheng,Zhichao Yan,&Panpan Tang.(2022).FLSIR: Secure Image Retrieval Based on Federated Learning and Additive Secret Sharing.IEEE ACCESS,10.
MLA	Lei Zhang,et al."FLSIR: Secure Image Retrieval Based on Federated Learning and Additive Secret Sharing".IEEE ACCESS 10(2022).