[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ Skip to main content
Log in

A novel intelligent approach for color image privacy preservation

  • Published:
Multimedia Tools and Applications Aims and scope Submit manuscript

Abstract

Currently, specialists and researchers are focusing their efforts on information security, while frequently exchanged data is increasingly vulnerable to cyberattacks and threats. They use cryptography and watermarking methods to ensure copyright ownership protection, authenticity and integrity by hiding secret data within encrypted images. Most existing watermarking schemes are unable to ensure a good balance between imperceptibility, robustness, time processing, blindness and security. To address these problems, we propose a novel blind watermarking scheme for color images based on chaotic sequence, A-start algorithm and DCT. First, we apply DCT transform on the host image to produce DCT weights. The image block sequences are then slightly updated and scrambled from the obtained DCT weights using A-start algorithm and Arnold chaotic map. Finally, the embedded bits are extracted using the same embedding steps. Optimized image block sequences result in imperceptible, secure and robust watermark bits while reducing processing time. Experimental results show that the proposed approach outperforms other similar works when it comes to imperceptibility exceeding 74 dB and execution time less than 1.5 s for both watermark embedding and extraction. It has exceptional robustness to filtering, rotation and JPEG compression attacks with normalized correlations exceeding 0.8.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
£29.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (United Kingdom)

Instant access to the full article PDF.

Fig. 1
Algorithm 1:
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

Data availability

The datasets analyzed during this research study are publicly accessible. http://tabby.vision.mcgill.ca/html/browsedownload.html.

References

  1. Wang L, Ji H (2022) A watermarking optimization method based on matrix decomposition and DWT for Multi-Size Images. Electronics 11:1–16. https://doi.org/10.3390/electronics11132027

    Article  Google Scholar 

  2. Nazir H, ullah MS, Qadri S, Arshad H, Husnain M, Razzaq A, Nawaz SA (2023) Protection-enhanced watermarking scheme combined with non-linear systems. IEEE Access: 1–16. https://doi.org/10.1109/ACCESS.2023.326342

  3. Lei B, Zhao X, Lei H, Ni D, Chen S, Zhou F, Wang T (2019) Multipurpose watermarking scheme via intelligent method and chaotic map. Multimed Tools Appl 78:27085–27107. https://doi.org/10.1007/s11042-017-4743-5

    Article  Google Scholar 

  4. Artiles JAP, Chaves DPB, Pimentel C (2022) Robust image watermarking algorithm using chaotic sequences. J Inform Secur Appl 68:1–10. https://doi.org/10.1016/j.jisa.2022.103219

    Article  Google Scholar 

  5. El–Shafai W, Hemdan EE (2023) Robust and efficient multi–level security framework for color medical images in telehealthcare services. J Ambient Intell Humaniz Comput 14:3675–3690. https://doi.org/10.1007/s12652-021-03494-1

    Article  Google Scholar 

  6. Sisaudia V, Vishwakarma VP (2022) A secure gray-scale image watermarking technique in fractional DCT domain using zig-zag scrambling. J Inform Secur Appl 69:1–18. https://doi.org/10.1016/j.jisa.2022.103296

    Article  Google Scholar 

  7. Sajeer M, Mishra A (2023) A robust and secured fusion based hybrid medical image watermarking approach using RDWT-DWT-MSVD with hyperchaotic system-Fibonacci Q Matrix encryption. Multimed Tools Appl: 1–23. https://doi.org/10.1007/s11042-023-15001-z

  8. Shah T, Batool A (2023) Triple byte nonlinear component of block cipher and its application in frequency domain watermarking. Multimedia Tools Appl 1–16. https://doi.org/10.1007/s11042-023-15125-2

  9. Tong G, Liang Z, Xiao F, Xiong N (2021) A residual chaotic system for Image Security and Digital Video Watermarking. IEEE Access 9:121154–121166. https://doi.org/10.1109/ACCESS.2021.3108196

    Article  Google Scholar 

  10. Singh R, Saraswat M, Ashok A, Mittal H, Tripathi A, Pandey AC, Pal R (2023) From classical to soft computing based watermarking techniques: a comprehensive review. Future Generation Comput Syst 141:738–754. https://doi.org/10.1016/j.future.2022.12.015

    Article  Google Scholar 

  11. Elkhalil N, Weddy YC, Ejbali R (2023) Image encryption using the new two-dimensional Beta chaotic map, Multimedia Tools and Applications, pp. 1–16. https://doi.org/10.1007/s11042-023-15105-6

  12. Soualmi A, Alti A, Laouamer L (2022) An imperceptible Watermarking Scheme for Medical Image Tamper Detection. Int J Inform Secur Priv 16(1):1–18. https://doi.org/10.4018/IJISP.2022010102

    Article  Google Scholar 

  13. Heidari M, Karimi S (2023) A novel robust and more secure blind image watermarking for optical remote sensing using DWT–SVD and chaotic maps. Opt Quant Electron 55:1–21. https://doi.org/10.1007/s11082-023-04784-y

    Article  Google Scholar 

  14. Devi HS, Mohapatra H (2023) A novel robust blind medical image watermarking using GWO optimized DWT-DCT-SVD, Multimedia Tools and Applications, pp. 1–20. https://doi.org/10.1007/s11042-023-15158-7

  15. Zhang Z, Wang S, Zhou J (2021) A-star Algorithm for expanding the number of search direction in path planning. 2nd International Seminar on Artificial Intelligence, Networking and Information Technology (AINIT), pp 208–211. https://doi.org/10.1109/AINIT54228.2021.00049

  16. He Z, Liu C, Chu X, Negenborn RR, Wu Q (2022) Dynamic anti-collision A-star algorithm for multi-ship encounter situations. Appl Ocean Res 118:1–16. https://doi.org/10.1016/j.apor.2021.102995

    Article  Google Scholar 

  17. http://tabby.vision.mcgill.ca/. Accessed 30 Nov 2022

  18. Kang XB, Lin GF, Chen YJ, Zhao F, Zhang EH, Jing CN (2020) Robust and secure zero-watermarking algorithm for color images based on majority voting pattern and hyper-chaotic encryption. Multimed Tools Appl 79:1169–1202. https://doi.org/10.1007/s11042-019-08191-y

    Article  Google Scholar 

  19. Elsadany AA, Elsonbaty A, Hagras EAA (2023) Image encryption and watermarking in ACO-OFDM-VLC system employing novel memristive hyperchaotic map. Soft Comput 27:4521–4542. https://doi.org/10.1007/s00500-023-07818-5

    Article  Google Scholar 

  20. Lv Z, Huang Y, Guan H, Liu J, Zhang S, Zheng Y (2021) Adaptive Video Watermarking against Scaling Attacks Based on Quantization Index Modulation. Electronics 10:1655–1670. https://doi.org/10.3390/electronics10141655

    Article  Google Scholar 

  21. Qu G, Meng X, Yang X, Wu H, Wang P, He W, Chen H (2021) Optical color watermarking based on single-pixel imaging and singular value decomposition in invariant wavelet domain. Opt Lasers Eng 137:1–8. https://doi.org/10.1016/j.optlaseng.2020.106376

    Article  Google Scholar 

  22. Petitcolas F (2012) Watermarking Stirmark. http://www.petitcolas.net/fabien/watermarking/stirmark/. Accessed 05/01/2023

  23. MATLAB R (2021a) Natick, Massachusetts: The MathWorks Inc, 2021

  24. Thanki R, Borra S, Dwivedi V, Borisagar K (2017) An efficient medical image watermarking scheme based on FDCuT–DCT. Eng Sci Technol Int J 20:1366–1379. https://doi.org/10.1016/j.jestch.2017.06.001

    Article  Google Scholar 

  25. Gao H, Jia L, Liu M (2013) A digital watermarking algorithm for color image based on DWT. TELKOMNIKA 11(6):3271–3278. https://doi.org/10.11591/telkomnika.v11i6.2681

    Article  Google Scholar 

  26. Mazumdar H, Anand P, Soni SJ, Joshi M, Rajeev K, Rajak M (2015) Human visual system models in digital watermarking. International Conference and Workshop on Computing and Communication (IEMCON), pp 1–7. https://doi.org/10.1109/IEMCON.2015.7344459

Download references

Acknowledgements

The researchers would like to thank the Deanship of Scientific Research, Qassim University for funding the publication of this project.

Funding

No external funding was received to conduct this study.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Adel Alti.

Ethics declarations

Financial interests

Not applicable.

Conflict of interest

The authors declare no conflict of interest.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Soualmi, A., Laouamer, L. & Alti, A. A novel intelligent approach for color image privacy preservation. Multimed Tools Appl 83, 79481–79502 (2024). https://doi.org/10.1007/s11042-024-19402-6

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11042-024-19402-6

Keywords

Navigation