A brief survey on deep learning based data hiding

C Zhang, C Lin, P Benz, K Chen, W Zhang… - arXiv preprint arXiv …, 2021 - arxiv.org
Data hiding is the art of concealing messages with limited perceptual changes. Recently,
deep learning has enriched it from various perspectives with significant progress. In this …

Hinet: Deep image hiding by invertible network

J Jing, X Deng, M Xu, J Wang… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Image hiding aims to hide a secret image into a cover image in an imperceptible way, and
then recover the secret image perfectly at the receiver end. Capacity, invisibility and security …

Deep learning based image steganography: A review

MA Wani, B Sultan - Wiley Interdisciplinary Reviews: Data …, 2023 - Wiley Online Library
A review of the deep learning based image steganography techniques is presented in this
paper. For completeness, the recent traditional steganography techniques are also …

Steganography embedding cost learning with generative multi-adversarial network

D Huang, W Luo, M Liu, W Tang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Since the generative adversarial network (GAN) was proposed by Ian Goodfellow et al. in
2014, it has been widely used in various fields. However, there are only a few works related …

AFcIHNet: Attention feature-constrained network for single image information hiding

X Jia, H Xin, L Gu, H Wang, J Sun, W Wan - Engineering Applications of …, 2023 - Elsevier
Single image information hiding aims to obtain a stegano image by hiding a secret image
within a cover image. Recently, deep neural network (DNN) based information hiding …

Neural networks-based cryptography: A survey

I Meraouche, S Dutta, H Tan, K Sakurai - IEEE Access, 2021 - ieeexplore.ieee.org
A current trend of research focuses on artificial intelligence based cryptography which
although proposed almost thirty years ago could not attract much attention. Abadi and …

Hiding text using the least significant bit technique to improve cover image in the steganography system

EHJ Halboos, AM Albakry - Bulletin of Electrical Engineering and …, 2022 - beei.org
One of the highest priorities in the era of information technology is to achieve an accurate
and effective system for hiding security data. One of the goals of steganography is …

Image steganography based on smooth cycle-consistent adversarial learning

B Abdollahi, A Harati, AH Taherinia - Journal of Information Security and …, 2023 - Elsevier
Steganography is the process of concealing a secret message in ordinary digital media by
making small modifications that try to preserve cover statistics. In this paper, a novel unified …

Adversarial feature hybrid framework for steganography with shifted window local loss

Z Li, X Yang, K Shen, F Jiang, J Jiang, H Ren, Y Li - Neural Networks, 2023 - Elsevier
Image steganography is a long-standing image security problem that aims at hiding
information in cover images. In recent years, the application of deep learning to …

StegaNeRV: Video Steganography using Implicit Neural Representation

M Biswal, T Shao, K Rose, P Yin… - Proceedings of the …, 2024 - openaccess.thecvf.com
Numerous studies have recently advanced the state-of-the art for representing videos
through an implicit neural network (INR). As these models become increasingly ubiquitous …