A comprehensive survey on image encryption: Taxonomy, challenges, and future directions

M SaberiKamarposhti, A Ghorbani… - Chaos, Solitons & Fractals, 2024 - Elsevier
Image encryption is a critical component of modern data security, ensuring the
confidentiality, integrity, and privacy of sensitive visual content. In this paper, we present a …

Deep learning for medical image cryptography: A comprehensive review

K Lata, LR Cenkeramaddi - Applied Sciences, 2023 - mdpi.com
Electronic health records (EHRs) security is a critical challenge in the implementation and
administration of Internet of Medical Things (IoMT) systems within the healthcare sector's …

Hyperchaotic memristive ring neural network and application in medical image encryption

H Lin, C Wang, L Cui, Y Sun, X Zhang, W Yao - Nonlinear dynamics, 2022 - Springer
Neural networks are favored by academia and industry because of their diversity of
dynamics. However, it is difficult for ring neural networks to generate complex dynamical …

A stable meaningful image encryption scheme using the newly-designed 2D discrete fractional-order chaotic map and Bayesian compressive sensing

L Zhu, D Jiang, J Ni, X Wang, X Rong, M Ahmad… - Signal Processing, 2022 - Elsevier
In order to safely and covertly protect the digital image information during public channel
transmission and localized storage, a stable image visually secure encryption algorithm by …

TPE-GAN: Thumbnail preserving encryption based on GAN with key

X Chai, Y Wang, X Chen, Z Gan… - IEEE Signal Processing …, 2022 - ieeexplore.ieee.org
To balance the privacy and usability of images in the cloud, Tajik et al. recently designed a
thumbnail preserving encryption (TPE) based on sum-preserving encryption, however …

Novel encryption for color images using fractional-order hyperchaotic system

KM Hosny, ST Kamal, MM Darwish - Journal of Ambient Intelligence and …, 2022 - Springer
The fractional-order functions show better performance than their corresponding integer-
order functions in various image processing applications. In this paper, the authors propose …

A survey of image encryption algorithms based on chaotic system

P Fang, H Liu, C Wu, M Liu - The Visual Computer, 2023 - Springer
Many researchers have devoted themselves to studying image encryption based on chaotic
system and have made significant strides in research in recent decades. This paper first …

Metafed: Federated learning among federations with cyclic knowledge distillation for personalized healthcare

Y Chen, W Lu, X Qin, J Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Federated learning (FL) has attracted increasing attention to building models without
accessing raw user data, especially in healthcare. In real applications, different federations …

Enhancing security of medical images using deep learning, chaotic map, and hash table

P Kumar, M Rahman, S Namasudra… - Mobile Networks and …, 2023 - Springer
The advancement in technology with high computing power leads to many security attacks.
Thus, the demand for innovative security algorithms is also rising. In the healthcare system …

A novel image encryption algorithm with deep neural network

C Wang, Y Zhang - Signal Processing, 2022 - Elsevier
A novel image encryption algorithm based on deep neural network (DNN) is proposed. First,
a new encryption unit with the deep neural network (EDNN) is designed. The EDNN is a …