Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm

被引:3
作者
Daoui, Achraf [1 ]
Karmouni, Hicham [2 ]
Sayyouri, Mhamed [1 ]
Qjidaa, Hassan [2 ]
机构
[1] Sidi Mohamed Ben Abdellah Fez Univ, Natl Sch Appl Sci, Lab Engn Syst & Applicat, Fes, Morocco
[2] Sidi Mohamed Ben Abdellah Fez Univ, Fac Sci, Lab Elect Signals & Syst Informat, Fes, Morocco
关键词
Image reconstruction; 2D and 3D image zero-watermarking; Discrete orthogonal moments; Dual - Hahn moment invariants; Sine cosine algorithm; Numerical stability; FAST COMPUTATION; MEIXNER MOMENTS; CLASSIFICATION; SCHEME;
D O I
10.1007/s11042-022-12298-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we initially provide significant improvements on the computational aspects of dual Hahn moment invariants (DHMIs) in both 2D and 3D domains. These improvements ensure the numerical stability of DHMIs for large-size images. Then, we propose an efficient method for optimizing the local parameters of dual Hahn polynomials (DHPs) when computing DHMIs using the Sine-Cosine Algorithm (SCA). DHMIs optimized via SCA are used to propose new and robust zero-watermarking scheme applied to both 2D and 3D images. On one hand, the simulation results confirm the efficiency of the proposed computation of 2D and 3D DHMIs regarding the numerical stability and invariability. Indeed, the proposed computation method of 2D DHMIs allows to reach a relative error (RE) of the order approximate to 10(-10) for images of size 1024 x 1024 with an execution time improvement ratio exceeds 70% (ETIR >= 70%), which validates the efficiently of the proposed computation method. On the other hand, the simulation and comparison outcomes clearly demonstrate the robustness of the proposed zero-watermarking scheme against various geometric attacks (translation, rotation, scaling and combined transformations), as well as against other common 2D and 3D image processing attacks (compression, filtering, noise addition, etc.).
引用
收藏
页码:25581 / 25611
页数:31
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