4.7 Article

Steganography with High Reconstruction Robustness: Hiding of Encrypted Secret Images

期刊

MATHEMATICS
卷 10, 期 16, 页码 -

出版社

MDPI
DOI: 10.3390/math10162934

关键词

steganography; image encryption; residual; pixel shuffle; steganalysis

资金

  1. National Natural Science Foundation of China [62041106]

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This paper introduces a new steganography algorithm Resen-Hi-Net, which combines the advantages of image encryption and image hiding, can achieve both image encryption and image hiding, and has the ability to resist attacks.
As one of the important methods to protect information security, steganography can ensure the security of data in the process of information transmission, which has attracted much attention in the information security community. However, many current steganography algorithms are not sufficiently resistant to recent steganalysis algorithms, such as deep learning-based steganalysis algorithms. In this manuscript, a new steganography algorithm, based on residual networks and pixel shuffle, is proposed, which combines image encryption and image hiding, named Resen-Hi-Net, an algorithm that first encrypts a secret image and then hides it in a carrier image to produce a meaningful container image. The proposed Resen-Hi-Net has the advantages of both image encryption and image hiding. The experimental results showed that the proposed Resen-Hi-Net could realize both image encryption and image hiding; the visual container image quality was as high as 40.19 dB on average in PSNR to reduce the possibility of being attacked, and the reconstructed secret image quality was also good enough (34.39 dB on average in PSNR). In addition, the proposed Resen-Hi-Net has a strong ability to resist destructive attacks and various steganographic analyses.

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