SteganoCNN: Image steganography with generalization ability based on convolutional neural network

X Duan, N Liu, M Gou, W Wang, C Qin - Entropy, 2020 - mdpi.com
Image-to-image steganography is hiding one image in another image. However, hiding two
secret images into one carrier image is a challenge today. The application of image …

StegoPNet: Image steganography with generalization ability based on pyramid pooling module

X Duan, W Wang, N Liu, D Yue, Z Xie, C Qin - IEEE Access, 2020 - ieeexplore.ieee.org
In terms of payload capacity and visual effects, the existing image steganography
technology based on deep neural networks still needs improvement, to solve this problem …

Simultaneous convolutional neural network for highly efficient image steganography

TP Van, TH Dinh, TM Thanh - 2019 19Th international …, 2019 - ieeexplore.ieee.org
Over the past decade, steganography has attracted a large number of researchers' attention
because of its practical value to information security. Unlike cryptography which aims to …

Comparative performance assessment of deep learning based image steganography techniques

V Himthani, VS Dhaka, M Kaur, G Rani, M Oza… - Scientific Reports, 2022 - nature.com
Increasing data infringement while transmission and storage have become an apprehension
for the data owners. Even the digital images transmitted over the network or stored at servers …

Stegnet: Mega image steganography capacity with deep convolutional network

P Wu, Y Yang, X Li - Future Internet, 2018 - mdpi.com
Traditional image steganography often leans interests towards safely embedding hidden
information into cover images with payload capacity almost neglected. This paper combines …

HidingGAN: High capacity information hiding with generative adversarial network

Z Wang, N Gao, X Wang, J Xiang… - Computer Graphics …, 2019 - Wiley Online Library
Image steganography is the technique of hiding secret information within images. It is an
important research direction in the security field. Benefitting from the rapid development of …

High invisibility image steganography with wavelet transform and generative adversarial network

Y Yao, J Wang, Q Chang, Y Ren, W Meng - Expert Systems with …, 2024 - Elsevier
Recently, extensive research is showing that deep learning has enormous potential in
image steganography. However, most steganography methods based on deep learning are …

A novel image steganography method via deep convolutional generative adversarial networks

D Hu, L Wang, W Jiang, S Zheng, B Li - IEEE access, 2018 - ieeexplore.ieee.org
The security of image steganography is an important basis for evaluating steganography
algorithms. Steganography has recently made great progress in the long-term confrontation …

MDRSteg: large-capacity image steganography based on multi-scale dilated ResNet and combined chi-square distance loss

L Mo, L Zhu, J Ma, D Wang… - Journal of Electronic …, 2021 - spiedigitallibrary.org
Image steganography has emerged as a method of hiding secret data within an image file to
ensure the security of the transmitted data. In this study, we propose an architecture named …

End-to-end image steganography using deep convolutional autoencoders

N Subramanian, I Cheheb, O Elharrouss… - IEEE …, 2021 - ieeexplore.ieee.org
Image steganography is used to hide a secret image inside a cover image in plain sight.
Traditionally, the secret data is converted into binary bits and the cover image is …