TY - EJOU AU - Gao, Kai AU - Chang, Chin-Chen AU - Lin, Chia-Chen TI - Multiple Perspective of Multipredictor Mechanism and Multihistogram Modification for High-Fidelity Reversible Data Hiding T2 - Computer Systems Science and Engineering PY - 2024 VL - 48 IS - 3 SN - AB - Reversible data hiding is a confidential communication technique that takes advantage of image file characteristics, which allows us to hide sensitive data in image files. In this paper, we propose a novel high-fidelity reversible data hiding scheme. Based on the advantage of the multipredictor mechanism, we combine two effective prediction schemes to improve prediction accuracy. In addition, the multihistogram technique is utilized to further improve the image quality of the stego image. Moreover, a model of the grouped knapsack problem is used to speed up the search for the suitable embedding bin in each sub-histogram. Experimental results show that the quality of the stego image of our scheme outperforms state-of-the-art schemes in most cases. KW - Data hiding; multipredictor mechanism; high-fidelity; knapsack problem DO - 10.32604/csse.2024.038308