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 …

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 …

Image steganography: A review of the recent advances

N Subramanian, O Elharrouss, S Al-Maadeed… - IEEE …, 2021 - ieeexplore.ieee.org
Image Steganography is the process of hiding information which can be text, image or video
inside a cover image. The secret information is hidden in a way that it not visible to the …

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 …

Image steganography using deep learning based edge detection

B Ray, S Mukhopadhyay, S Hossain, SK Ghosal… - Multimedia Tools and …, 2021 - Springer
This paper introduces a deep learning-based Steganography method for hiding secret
information within the cover image. For this, we use a convolutional neural network (CNN) …

A new high capacity image steganography method combined with image elliptic curve cryptography and deep neural network

X Duan, D Guo, N Liu, B Li, M Gou, C Qin - IEEE Access, 2020 - ieeexplore.ieee.org
Image steganography is a technology that hides sensitive information into an image. The
traditional image steganography method tends to securely embed secret information in the …

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 …

End-to-end trained CNN encoder-decoder networks for image steganography

R Rahim, S Nadeem - Proceedings of the European …, 2018 - openaccess.thecvf.com
All the existing image steganography methods use manually crafted features to hide binary
payloads into cover images. This leads to small payload capacity and image distortion. Here …