Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network

Privacy-preserving outsourcing algorithms for feature extraction not only reduce users' storage and computation overhead but also preserve the image privacy. However, the existing schemes still suffer from deficiencies induced by security, applications, efficiency and storage. To solve the prob...

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Main Authors: FENG, Xiaoqin, MA, Jianfeng, FENG, Tao, MIAO, Yinbin, LIU, Ximeng
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2018
Subjects:
DAC
Online Access:https://ink.library.smu.edu.sg/sis_research/5141
https://ink.library.smu.edu.sg/context/sis_research/article/6144/viewcontent/08463445_pvoa.pdf
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Institution: Singapore Management University
Language: English
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spelling sg-smu-ink.sis_research-61442020-06-26T07:30:12Z Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network FENG, Xiaoqin MA, Jianfeng FENG, Tao MIAO, Yinbin LIU, Ximeng Privacy-preserving outsourcing algorithms for feature extraction not only reduce users' storage and computation overhead but also preserve the image privacy. However, the existing schemes still suffer from deficiencies induced by security, applications, efficiency and storage. To solve the problems, we implement a consortium chain-based outsourcing feature extraction scheme over encrypted images by using the smart contract, distributed autonomous corporation (DAC), sharding technique, and device to device (D2D) communication, which is secure, widely applied, highly efficient, and has less storage overhead. First, the effectiveness, security, and performance of our scheme are analyzed. Then, the efficiency and storage overhead of our scheme are presented by conducting experimental results. 2018-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/5141 info:doi/10.1109/ACCESS.2018.2869856 https://ink.library.smu.edu.sg/context/sis_research/article/6144/viewcontent/08463445_pvoa.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Outsourcing feature extraction consortium chain smart contract DAC sharding technique D2D communication Information Security
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Outsourcing feature extraction
consortium chain
smart contract
DAC
sharding technique
D2D communication
Information Security
spellingShingle Outsourcing feature extraction
consortium chain
smart contract
DAC
sharding technique
D2D communication
Information Security
FENG, Xiaoqin
MA, Jianfeng
FENG, Tao
MIAO, Yinbin
LIU, Ximeng
Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network
description Privacy-preserving outsourcing algorithms for feature extraction not only reduce users' storage and computation overhead but also preserve the image privacy. However, the existing schemes still suffer from deficiencies induced by security, applications, efficiency and storage. To solve the problems, we implement a consortium chain-based outsourcing feature extraction scheme over encrypted images by using the smart contract, distributed autonomous corporation (DAC), sharding technique, and device to device (D2D) communication, which is secure, widely applied, highly efficient, and has less storage overhead. First, the effectiveness, security, and performance of our scheme are analyzed. Then, the efficiency and storage overhead of our scheme are presented by conducting experimental results.
format text
author FENG, Xiaoqin
MA, Jianfeng
FENG, Tao
MIAO, Yinbin
LIU, Ximeng
author_facet FENG, Xiaoqin
MA, Jianfeng
FENG, Tao
MIAO, Yinbin
LIU, Ximeng
author_sort FENG, Xiaoqin
title Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network
title_short Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network
title_full Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network
title_fullStr Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network
title_full_unstemmed Consortium blockchain-based SIFT: Outsourcing encrypted feature extraction in the D2D network
title_sort consortium blockchain-based sift: outsourcing encrypted feature extraction in the d2d network
publisher Institutional Knowledge at Singapore Management University
publishDate 2018
url https://ink.library.smu.edu.sg/sis_research/5141
https://ink.library.smu.edu.sg/context/sis_research/article/6144/viewcontent/08463445_pvoa.pdf
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