• Home
  • Search
  • FEDResNet: a flexible image encryption and decryption scheme based on end-to-end image diffusion with dilated ResNet.
  • Cite Icon10
  • https://doi.org/10.1364/ao.469155Copy DOI Icon

FEDResNet: a flexible image encryption and decryption scheme based on end-to-end image diffusion with dilated ResNet.

Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Image encryption has emerged as a method of disguising an image with a noisy or meaningless appearance to prevent its content from being accessed by unauthorized users. We propose an architecture named flexible image encryption and decryption ResNet (FEDResNet) for diffusing an image in end-to-end mode. The architecture consists of an encryption network for diffusing the image and a decryption network for restoring the plaintext image from the diffused image. To enhance the security of the encrypted image, the diffused image is further processed with two optional operations: parallel scrambling and serial diffusion. Two key planes are constructed based on a user-defined key with a chaotic map to control the authority to access images. The structure and parameters of FEDResNet can be shared publicly by different users; hence, it is more flexible and convenient than previous deep-learning-based image encryption methods. A classification network is trained to classify medical images in ciphertext environments. The proposed FEDResNet is trained and tested on the ImageNet data set. Extensive experiments have been performed, and the experimental results suggest that the proposed model can achieve a high level of security with satisfactory efficiency. The experimental results also show that FEDResNet-encrypted images can be classified directly in the ciphertext domain by authorized users as accurately as plaintext images, which is a superior property that is not possessed by traditional image encryption methods.

Similar Papers
  • Research Article
  • Citations63

Chaos and compressive sensing based novel image encryption scheme

  • Jan 12, 2021
  • Journal of Information Security and Applications
  • Jan Sher Khan +1
  • Conference Article
  • Citations15

Distributed Image Encryption Based On a Homomorphic Cryptographic Approach

  • Oct 01, 2019
  • Mamadou I Wade +5
  • Research Article
  • Citations166

A novel image encryption scheme using both pixel level and bit level permutation with chaotic map

  • Feb 11, 2020
  • Applied Soft Computing
  • Shahna K.U +1
  • Research Article
  • Citations1

A Scheme for Image Encryption And Decryption of Chaotic System Based on memristors

  • Oct 01, 2019
  • IOP Conference Series: Materials Science and Engineering
  • Honghu Hua +2
  • Research Article
  • Citations56

Integrating Fractional-Order Hopfield Neural Network with Differentiated Encryption: Achieving High-Performance Privacy Protection for Medical Images

  • Jun 29, 2025
  • Fractal and Fractional
  • Wei Feng +8
  • Research Article
  • Citations1

A novel image encryption scheme using a new hyperchaotic 2D-SQICS model and random area selected permutation

  • Jun 09, 2025
  • Physica Scripta
  • Zhen Li +3
  • PDF
  • Research Article
  • Citations30

Single-Objective Particle Swarm Optimization-Based Chaotic Image Encryption Scheme

  • Aug 22, 2022
  • Electronics
  • Jingya Wang +2
  • Conference Article
  • Citations130

Digital image encryption algorithm based on chaos and improved DES

  • Oct 01, 2009
  • Zhang Yun-Peng +5
  • Conference Article
  • Citations1

A dual permutation-based separable reversible information hiding scheme in encrypted images

  • Jun 01, 2013
  • Masaaki Fujiyoshi
  • Research Article
  • Citations29

Securing Medical Information Transmission Between IoT Devices: An Innovative Hybrid Encryption Scheme Based on Quantum Walk, DNA Encoding, and Chaos

  • Aug 25, 2023
  • Internet of Things
  • Mujeeb Ur Rehman +2
  • Research Article
  • Citations96

A color image encryption and decryption scheme based on extended DNA coding and fractional-order 5D hyper-chaotic system

  • Jun 10, 2024
  • Expert Systems With Applications
  • Fan-Qi Meng +1
  • Research Article
  • Citations24

Joint image compression and encryption using a novel column-wise scanning and optimization algorithm

  • Jan 01, 2020
  • Procedia Computer Science
  • Pratibha Chaudhary +4
  • Research Article
  • Citations202

Image encryption scheme based on 3D baker with dynamical compound chaotic sequence cipher generator

  • Oct 15, 2008
  • Signal Processing
  • Xiaojun Tong +1
  • PDF
  • Research Article

LFSR state sequence image encryption method based on VHDL language

  • Dec 08, 2023
  • Theoretical and Natural Science
  • Hongwei Niu
  • Research Article
  • Citations9

Security analysis of a reversible data hiding scheme in encrypted images by redundant space transfer

  • Jan 01, 2024
  • Journal of King Saud University - Computer and Information Sciences
  • Lingfeng Qu +5
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.