A Deep Neural Network-Based Higher Performance Error Prediction Algorithm for Reversible Data Hiding

Bin Ma, Bin Ma, Dongqi Li, Dongqi Li, Ruihe Ma, Linna Zhou

2022

Abstract

The traditional error prediction algorithm uses one or more neighboring pixels to linearly predict the target pixel, and it is difficult to use all the information around the original pixel, which affects the prediction performance of the predictor for the target pixel. In this paper, a reversible information hiding error prediction algorithm based on depth neural network is proposed and target images with high prediction accuracy are jointly trained by Inception network, ECA network and residual network. This algorithm extracts the feature images of different receptive fields by using the Inception network, and adds the ECA network after the Inception network to enhance the expression of the important information of the feature images on the high-dimensional channel; at the same time, a residual network structure is added between the Inception network and the ECA network. The feature images of different dimensions of the original image are transmitted to the ECA network, which improves the prediction ability of the target pixel and the convergence speed of the network, and enhances the stability of the network. The algorithm evaluation results using ImageNet database show that the convolutional neural network based on Inception structure has stronger predictive ability compared with the classical error prediction algorithm and other latest research schemes.

Paper Citation

in Harvard Style

Ma B., Li D., Ma R. and Zhou L. (2022). A Deep Neural Network-Based Higher Performance Error Prediction Algorithm for Reversible Data Hiding. In Proceedings of the 3rd International Symposium on Automation, Information and Computing - Volume 1: ISAIC; ISBN 978-989-758-622-4, SciTePress, pages 788-794. DOI: 10.5220/0012053800003612

in Bibtex Style

@conference{isaic22,
author={Bin Ma and Dongqi Li and Ruihe Ma and Linna Zhou},
title={A Deep Neural Network-Based Higher Performance Error Prediction Algorithm for Reversible Data Hiding},
booktitle={Proceedings of the 3rd International Symposium on Automation, Information and Computing - Volume 1: ISAIC},
year={2022},
pages={788-794},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012053800003612},
isbn={978-989-758-622-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Symposium on Automation, Information and Computing - Volume 1: ISAIC
TI - A Deep Neural Network-Based Higher Performance Error Prediction Algorithm for Reversible Data Hiding
SN - 978-989-758-622-4
AU - Ma B.
AU - Li D.
AU - Ma R.
AU - Zhou L.
PY - 2022
SP - 788
EP - 794
DO - 10.5220/0012053800003612
PB - SciTePress