Pixel-Based Image Encryption Without Key Management for Privacy-Preserving Deep Neural Networks

Pixel-Based Image Encryption Without Key Management for Privacy-Preserving Deep Neural Networks

We present a novel privacy-preserving scheme for deep neural networks (DNNs) that enables us not to only apply images without visual information to DNNs but to also consider the use of independent encryption keys for both training and testing images for the first time. In this paper, a novel pixel-b...

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Bibliographic Details
Main Authors: Warit Sirichotedumrong, Yuma Kinoshita, Hitoshi Kiya
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Deep learning
deep neural network
image encryption
privacy-preserving
Online Access:https://ieeexplore.ieee.org/document/8931606/

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