Secured Blind Image Watermarking using DWT base with Mixing Random Generator of Lorenz Chaotic System and Geffe Algorithm

Authors

DOI:

https://doi.org/10.30526/39.3.4433

Keywords:

Copyright, DWT, Lorenz system, Geffe algorithm, Encryption, Watermark

Abstract

In the contemporary electronic era, the significance of safeguarding information has attained crucial proportions. The watermarking technique has been utilized in several contexts for multimedia copyright protection, as it is recognized as one of the most prevalent protective techniques. This paper is concerned with utilizing a secure blind watermarking system based on the frequency domain, along with the new approach that mixes between the Lorenz chaotic system and the Geffe algorithm as a random key generator, to improve the key's randomness for watermark encryption and thereby increase security. The process primarily involves transforming the cover color image into the YCbCr color model and subsequently applying the Discrete Wavelet Transform (DWT) to the Y channel, where the embedding occurs in the high-high (HH) sub-band at four designated locations. The performance of the watermarking system was evaluated on a miscellaneous dataset with ten natural images/hosts of square size 512 x 512 pixels, along with a 64 x 64 binary watermark image. The measures are based on the Normalized Cross-Correlation (NCC), Bit Error Rate (BER), Peak Signal-to-Noise Ratio (PSNR), and Structural Similarity Index Metric (SSIM). The results of the proposed system showed its superiority against prevalent attacks, including noise augmentation attacks, image enhancement assaults, geometric transformation attacks, and JPEG compression attacks. The system demonstrated high NCC values and acceptable imperceptibility

Author Biographies

  • Hussein Noori Saadoon, Department of Computer Science, College of Science, University of Baghdad, Baghdad, Iraq

    -

  • Ghadah Al-Khafaji , Department of Computer Science, College of Science, University of Baghdad, Baghdad, Iraq

    -

References

1. Begum M, Uddin MS. Digital image watermarking techniques: A review. Information (Basel). 2020;11(2):110. https://doi.org/10.3390/info11020110

2. Fu H, Zhao X, He X. Improving anticompression robustness of JPEG adaptive steganography based on robustness measurement and DCT block selection. Secur Commun Netw. 2021;2021:9153468. https://doi.org/10.1155/2021/9153468

3. Naem SAS, Hameed SM. Digital watermarking techniques, challenges, and applications: A review. Mesopotamian J Cyber Secur. 2025;5(2):453–476. https://doi.org/10.58496/MJCS/2025/028

4. Singh B, Hathwal RP. Tamper detection technique for text images based on vowels and Unicode zero length characters. Wirel Pers Commun. 2023;132(4):2421–2436. https://doi.org/10.1007/s11277-023-10724-6

5. Hummadia TN, Hassan NF. Survey of recent video watermarking techniques. Eng Technol J. 2021;39(1B):165–174. https://doi.org/10.30684/etj.v39i1B.1950

6. Peng J, Abd El-Atty B, Khalifa HS, Abd El-Latif AA. Image watermarking algorithm based on quaternion and chaotic Lorenz system. In: Proc 11th Int Conf Digit Image Process (ICDIP 2019). Bellingham (WA): SPIE; 2019. p. 81. https://doi.org/10.1117/12.2539753

7. Singh B, Kasana G. A review of digital watermarking techniques: Current trends, challenges and opportunities. Web Intell. 2024;22(4):523–553. https://doi.org/10.3233/WEB-230280

8. Panyavaraporn J, Horkaew P. Wavelet-based digital image watermarking by using Lorenz chaotic signal localization. J Inf Process Syst. 2019;15(1):169–180. https://doi.org/10.3745/JIPS.03.0109

9. Li Q, Wang X, Pei Q. Compression domain reversible robust watermarking based on multilayer embedding. Secur Commun Netw. 2022;2022:4542705. https://doi.org/10.1155/2022/4542705

10. Dong Y, Yan R, Zhang Q, Wu X. A hybrid domain color image watermarking scheme based on hyperchaotic mapping. Mathematics. 2024;12(12):1859. https://doi.org/10.3390/math12121859

11. AbdElHaleem SH, Abd-El-Hafiz SK, Radwan AG. Secure blind watermarking using fractional-order Lorenz system in the frequency domain. AEU Int J Electron Commun. 2023;173:154998. https://doi.org/10.1016/j.aeue.2023.154998

12. Li L, Bai R, Lu J, Zhang S, Chang CC. A watermarking scheme for color image using quaternion discrete Fourier transform and tensor decomposition. Appl Sci. 2021;11(11):5006. https://doi.org/10.3390/app11115006

13. Yang Y, Jiang M, Feng X, Lu C, Chen Y, Zhou S, et al. Rotation correction algorithm based on polar harmonic Fourier moments and optimization of color image security quantization watermarking scheme. IEEE Photonics J. 2024;16(5). https://doi.org/10.1109/JPHOT.2024.3443345.

14. Udham Singh K, Singhal A. Color image watermarking based on LU factorization, logistic and Lorenz chaotic maps. Int J Adv Res Comput Sci. 2017;8(5). www.ijarcs.info

15. Jassim SA, Farhan AK, Radie AH. Using a hybrid pseudorandom number generator for cryptography in the Internet of Things. In: Proc 4th Int Iraqi Conf Eng Technol Their Appl (IICETA 2021). Piscataway (NJ): IEEE; 2021. p. 264–269. https://doi.org/10.1109/IICETA51758.2021.9717775

16. Kumar D, Joshi AB, Singh S. A novel encryption scheme for securing biometric templates based on 2D discrete wavelet transform and 3D Lorenz-chaotic system. Results Opt. 2021;5:100146. https://doi.org/10.1016/j.rio.2021.100146

17. Zhang B, Liu L. Chaos-based image encryption: Review, application, and challenges. Mathematics. 2023;11(11):2585. https://doi.org/10.3390/math11112585

18. Salim A, Mohammed KA, Jasem FM, Sagheer AM. Image steganography technique based on Lorenz chaotic system and Bloom filter. Int J Comput Digit Syst. 2024;16(1):851–859. https://doi.org/10.12785/ijcds/160161

19. Handayani F, Adiati NPR. Analysis of Geffe generator LFSR properties on the application of algebraic attack. In: AIP Conf Proc. 2019. https://doi.org/10.1063/1.5132456

20. Mahdi K, Salwa H, Baawi S, Kamil B, Qar H, Qar IT. An image watermarking technique proposed based on discrete cosine transformation and pseudo-random generator. J Educ Pure Sci Univ Thi-Qar. 2021;11(1):108–118. https://doi.org/10.32792/utq.jceps.11.01.12

21. Hattab AA, Saieed AH. Developing the complexity and security of the Twofish algorithm through a new key scheduling design. Iraqi J Sci. 2023;64(11):5923–5939. https://doi.org/10.24996/ijs.2023.64.11.37

22. Latif IH, Abdulredha SH, Hassan SKA. Discrete wavelet transform-based image processing: A review. Al-Nahrain J Sci. 2024;27(3):109–125. https://doi.org/10.22401/ANJS.27.3.13

23. Abdulrida R, A-Monem ME, Jaber AM. Quantum image watermarking based on wavelet and geometric transformation. Iraqi J Sci. 2020;61(1):153–163. https://doi.org/10.24996/ijs.2020.61.1.17

24. Li Q, Zhang W, Wu Z, Dai Y, Liu Y. An efficient multi-level 2D DWT architecture for parallel tile block processing with integrated quantization modules. Electron. 2024;13(23):4668. https://doi.org/10.3390/electronics13234668

Downloads

Published

20-Jul-2026

Issue

Section

Computer

How to Cite

[1]
Saadoon, H.N. and Al-Khafaji , G. 2026. Secured Blind Image Watermarking using DWT base with Mixing Random Generator of Lorenz Chaotic System and Geffe Algorithm. Ibn AL-Haitham Journal For Pure and Applied Sciences. 39, 3 (Jul. 2026), 295–307. DOI:https://doi.org/10.30526/39.3.4433.