A Medical Image Watermarking System Based on Redundant Wavelets for Secure Transmission in Telemedicine Applications | Wireless Personal Communications Skip to main content

Advertisement

Log in

A Medical Image Watermarking System Based on Redundant Wavelets for Secure Transmission in Telemedicine Applications

  • Published:
Wireless Personal Communications Aims and scope Submit manuscript

Abstract

By incorporating a signature into multimedia files, notably pictures, watermarking is a technique for preventing destructive attacks. Inversely, traditional watermarking techniques have limitations when it comes to sensitive images like those used in the medical field. In fact, the additional mark frequently alters the image permanently and may hide subtle characteristics. In this study, we provide a watermarking method for patient identification and watermark integrity verification to address these problems. In this procedure, the patient's encrypted photo is included in the second section of the watermark, which also carries the patient's information fingerprint. In this method, the frequency content of the image is extracted using a redundant discrete wavelet transform. Then, the coefficients are subjected to Schur decomposition, and the watermark bits are integrated by altering the Eigen values' least significant bit. This method's capacity enables the integration of the patient's fingerprint and photo as well as the addition of an error-correcting code. The watermark could be nearly totally concealed due to the coefficient modulation of the integration process. As a result, we were able to produce a watermarked image that was similar to the original in terms of the structure. The effectiveness of the approach as well as its resilience to JPEG compression and noise addition were assessed through experiments on test images. However, these outcomes occasionally deviate from the ideal value of 1 for normalized correlation.

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

Access this article

Subscribe and save

Springer+ Basic
¥17,985 /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 (Japan)

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

Explore related subjects

Discover the latest articles, news and stories from top researchers in related subjects.

Data Availability

The data used to support the findings of this study could be found freely here: https://odir2019.grand-challenge.org/

References

  1. Borra, S., & Thanki, R. (2020). Crypto-watermarking scheme for tamper detection of medical images. Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 8(4), 345–355. https://doi.org/10.1080/21681163.2019.1595730

    Article  Google Scholar 

  2. JafariBarani, M., Ayubi, P., YousefiValandar, M., & YosefnezhadIrani, B. (2020). A blind video watermarking algorithm robust to lossy video compression attacks based on generalized Newton complex map and contourlet transform. Multimedia Tools and Applications, 79(3), 2127–2159. https://doi.org/10.1007/s11042-019-08225-5

    Article  Google Scholar 

  3. Kahlessenane, F., Khaldi, A., Kafi, R., & Euschi, S. (2021). A robust blind medical image watermarking approach for telemedicine applications. Cluster Computing, 24(3), 2069–2082. https://doi.org/10.1007/s10586-020-03215-x

    Article  Google Scholar 

  4. Bagheri Baba Ahmadi, S., Zhang, G., Wei, S., & Boukela, L. (2021). An intelligent and blind image watermarking scheme based on hybrid SVD transforms using human visual system characteristics. Visual Computing, 37(2), 385–409. https://doi.org/10.1007/s00371-020-01808-6

    Article  Google Scholar 

  5. Salah, E., Amine, K., Redouane, K. M., & Fares, K. (2021). Spatial and frequency approaches for audio file protection. Journal of Circuits, Systems and Computers, 30(12), 210–215. https://doi.org/10.1142/S0218126621502108

    Article  Google Scholar 

  6. YousefiValandar, M., JafariBarani, M., & Ayubi, P. (2020). A blind and robust color images watermarking method based on block transform and secured by modified 3-dimensional Hénon map. Soft Computing, 24(2), 771–794. https://doi.org/10.1007/s00500-019-04524-z

    Article  Google Scholar 

  7. Zermi, N., Khaldi, A., Kafi, M. R., Kahlessenane, F., & Euschi, S. (2021). An SVD values ordering scheme for medical image watermarking. Cybernetics and Systems. https://doi.org/10.1080/01969722.2021.1983700

    Article  Google Scholar 

  8. Borra, S., & Thanki, R. (2019). A FRT-SVD based blind medical watermarking technique for telemedicine applications. International Journal of Digital Crime and Forensics (IJDCF), 11(2), 13–33. https://doi.org/10.4018/IJDCF.2019040102

    Article  Google Scholar 

  9. Kahlessenane, F., Khaldi, A., Kafi, R., & Euschi, S. (2021). A DWT based watermarking approach for medical image protection. Journal of Ambient Intelligence and Humanized Computing, 12(2), 2931–2938. https://doi.org/10.1007/s12652-020-02450-9

    Article  Google Scholar 

  10. Thanki, R., Borra, S., Dwivedi, V., & Borisagar, K. (2017). A Roni based visible watermarking approach for medical image authentication. Journal of Medical Systems, 41(9), 143. https://doi.org/10.1007/s10916-017-0795-3

    Article  Google Scholar 

  11. Ahmadi, S. B. B., Zhang, G., Rabbani, M., Boukela, L., & Jelodar, H. (2020). An intelligent and blind dual color image watermarking for authentication and copyright protection. Applied Intelligence. https://doi.org/10.1007/s10489-020-01903-0

    Article  Google Scholar 

  12. Fares, K., Khaldi, A., Redouane, K., & Salah, E. (2021). DCT & DWT based watermarking scheme for medical information security. Biomedical Signal Processing and Control, 66, 102403. https://doi.org/10.1016/j.bspc.2020.102403

    Article  Google Scholar 

  13. Khaldi, A. (2018). Diffie–Hellman key exchange through steganographied images. Law, State and Telecommunications Review, 10(1), 1. https://doi.org/10.26512/lstr.v10i1.21504

    Article  MathSciNet  Google Scholar 

  14. Borra, S., Thanki, R., Dey, N., & Borisagar, K. (2019). Secure transmission and integrity verification of color radiological images using fast discrete curvelet transform and compressive sensing. Smart Health, 12, 35–48. https://doi.org/10.1016/j.smhl.2018.02.001

    Article  Google Scholar 

  15. Zermi, N., Khaldi, A., Kafi, M. R., Kahlessenane, F., & Euschi, S. (2021). Robust SVD-based schemes for medical image watermarking. Microprocessors and Microsystems, 84, 104134. https://doi.org/10.1016/j.micpro.2021.104134

    Article  Google Scholar 

  16. Thanki, R., & Borra, S. (2019). Fragile watermarking for copyright authentication and tamper detection of medical images using compressive sensing (CS) based encryption and contourlet domain processing. Multimedia Tools and Applications, 78(10), 13905–13924. https://doi.org/10.1007/s11042-018-6746-2

    Article  Google Scholar 

  17. Moad, M. S., Kafi, M. R., & Khaldi, A. (2022). A wavelet based medical image watermarking scheme for secure transmission in telemedicine applications. Microprocessors and Microsystems, 90, 104490. https://doi.org/10.1016/j.micpro.2022.104490

    Article  Google Scholar 

  18. Sneha, P. S., Sankar, S., & Kumar, A. S. (2020). A chaotic colour image encryption scheme combining Walsh–Hadamard transform and Arnold–Tent maps. Journal of Ambient Intelligence and Humanized Computing, 11(3), 1289–1308. https://doi.org/10.1007/s12652-019-01385-0

    Article  Google Scholar 

  19. Sayah, M. M., Redouane, K. M., & Amine, K. (2022). Secure transmission and integrity verification for color medical images in telemedicine applications. Multimedia Tools and Applications. https://doi.org/10.1007/s11042-021-11791-2

    Article  Google Scholar 

  20. Khaldi, A., Kafi, M. R., & Meghni, B. (2022). Electrocardiogram signal security by digital watermarking. Journal of Ambient Intelligence and Humanized Computing. https://doi.org/10.1007/s12652-022-04101-7

    Article  Google Scholar 

  21. Euschi, S., Khaldi, A., Kafi, R., & Kahlessenane, F. (2021). A Fourier transform based audio watermarking algorithm. Applied Acoustics, 172, 107652. https://doi.org/10.1016/j.apacoust.2020.107652

    Article  Google Scholar 

  22. JafariBarani, M., Ayubi, P., YousefiValandar, M., & Irani, B. Y. (2020). A new Pseudo random number generator based on generalized Newton complex map with dynamic key. Journal of Information Security and Applications, 53, 102509. https://doi.org/10.1016/j.jisa.2020.102509

    Article  Google Scholar 

  23. Amine, K., Redouane, K., & Bilel, M. (2022). A redundant wavelet based medical image watermarking scheme for secure transmission in telemedicine applications. Multimedia Tools and Applications. https://doi.org/10.1007/s11042-022-13649-7

    Article  Google Scholar 

  24. Geetha, R., & Geetha, S. (2020). Embedding electronic patient information in clinical images: An improved and efficient reversible data hiding technique. Multimedia Tools and Applications, 79(19), 12869–12890. https://doi.org/10.1007/s11042-019-08484-2

    Article  Google Scholar 

  25. Devi, H. S., & Singh, K. M. (2020). Red-cyan anaglyph image watermarking using DWT, Hadamard transform and singular value decomposition for copyright protection. Journal of Information Security and Applications, 50, 102424. https://doi.org/10.1016/j.jisa.2019.102424

    Article  Google Scholar 

  26. Gangadhar, Y., GiridharAkula, V. S., & Reddy, P. C. (2018). An evolutionary programming approach for securing medical images using watermarking scheme in invariant discrete wavelet transformation. Biomedical Signal Processing and Control, 43, 31–40. https://doi.org/10.1016/j.bspc.2018.02.007

    Article  Google Scholar 

  27. Hurrah, N. N., Parah, S. A., & Sheikh, J. A. (2020). Embedding in medical images: An efficient scheme for authentication and tamper localization. Multimedia Tools and Applications, 79(29), 21441–21470. https://doi.org/10.1007/s11042-020-08988-2

    Article  Google Scholar 

  28. Verma, U., & Sharma, N. (2019). Hybrid mode of medical image watermarking to enhance robustness and imperceptibility. International Journal of Innovative Technology and Exploring Engineering, 9, 351–359. https://doi.org/10.35940/ijitee.A4126.119119

    Article  Google Scholar 

  29. Anand, A., & Singh, A. K. (2020). An improved DWT-SVD domain watermarking for medical information security. Computer Communications, 152, 72–80. https://doi.org/10.1016/j.comcom.2020.01.038

    Article  Google Scholar 

  30. Amine, K., Fares, K., Redouane, K. M., & Salah, E. (2021). Medical image watermarking for telemedicine application security. Journal of Circuits, Systems and Computers. https://doi.org/10.1142/S0218126622500979

    Article  Google Scholar 

  31. Thanki, R., Kothari, A., & Trivedi, D. (2019). Hybrid and blind watermarking scheme in DCuT–RDWT domain. Journal of Information Security and Applications, 46, 231–249. https://doi.org/10.1016/j.jisa.2019.03.017

    Article  Google Scholar 

  32. Zermi, N., Khaldi, A., Kafi, M. R., Kahlessenane, F., & Euschi, S. (2021). A lossless DWT-SVD domain watermarking for medical information security. Multimedia Tools and Applications, 80(16), 24823–24841. https://doi.org/10.1007/s11042-021-10712-7

    Article  Google Scholar 

  33. Ahmadi, S. B. B., Zhang, G., & Wei, S. (2020). Robust and hybrid SVD-based image watermarking schemes. Multimedia Tools and Applications, 79(1), 1075–1117. https://doi.org/10.1007/s11042-019-08197-6

    Article  Google Scholar 

  34. Fares, K., Amine, K., & Salah, E. (2020). A robust blind color image watermarking based on Fourier transform domain. Optik, 208, 164562. https://doi.org/10.1016/j.ijleo.2020.164562

    Article  Google Scholar 

  35. Ayubi, P., Setayeshi, S., & Rahmani, A. M. (2020). Deterministic chaos game: A new fractal based pseudo-random number generator and its cryptographic application. Journal of Information Security and Applications, 52, 102472. https://doi.org/10.1016/j.jisa.2020.102472

    Article  Google Scholar 

  36. Narima, Z., Khaldi, A., Redouane, K., Fares, K., & Salah, E. (2021). A DWT-SVD based robust digital watermarking for medical image security. Forensic Science International. https://doi.org/10.1016/j.forsciint.2021.110691

    Article  Google Scholar 

  37. Ocular Disease Recognition, Right and left eye fundus photographs of 5000 patients. https://www.kaggle.com/andrewmvd/ocular-disease-recognition-odir5k

  38. JafariBarani, M., YousefiValandar, M., & Ayubi, P. (2019). A new digital image tamper detection algorithm based on integer wavelet transform and secured by encrypted authentication sequence with 3D quantum map. Optik, 187, 205–222. https://doi.org/10.1016/j.ijleo.2019.04.074

    Article  Google Scholar 

  39. Kahlessenane, F., Khaldi, A., Kafi, M. R., & Euschi, S. (2021). A color value differentiation scheme for blind digital image watermarking. Multimedia Tools and Applications, 80(13), 19827–19844. https://doi.org/10.1007/s11042-021-10713-6

    Article  Google Scholar 

  40. Sahu, M., Padhy, N., Gantayat, S. S., & Sahu, A. K. (2021). Shadow Image based reversible data hiding using addition and subtraction logic on the LSB planes. Sens Imaging, 22(1), 7. https://doi.org/10.1007/s11220-020-00328-w

    Article  Google Scholar 

  41. Moad, M. S., Kafi, M. R., & Khaldi, A. (2022). Medical image watermarking for secure e-healthcare applications. Multimedia Tools and Applications. https://doi.org/10.1007/s11042-022-12004-0

    Article  Google Scholar 

  42. Sahu, A. K., & Swain, G. (2019). An optimal information hiding approach based on pixel value differencing and modulus function. Wireless Personal Communications, 108(1), 159–174. https://doi.org/10.1007/s11277-019-06393-z

    Article  Google Scholar 

  43. Khaldi, A., Kafi, M. R., & Moad, M. S. (2022). Wrapping based curvelet transform approach for ECG watermarking in telemedicine application. Biomedical Signal Processing and Control, 75, 103540. https://doi.org/10.1016/j.bspc.2022.103540

    Article  Google Scholar 

  44. Boukela, L., Zhang, G., Yacoub, M., Bouzefrane, S., Ahmadi, S. B. B., & Jelodar, H. (2020). A modified LOF-based approach for outlier characterization in IoT. Annals of Telecommunications. https://doi.org/10.1007/s12243-020-00780-5

    Article  Google Scholar 

  45. Moad, M. S., Kafi, M. R., & Khaldi, A. (2022). A non-subsampled Shearlet transform based approach for heartbeat sound watermarking. Biomedical Signal Processing and Control, 71, 103114. https://doi.org/10.1016/j.bspc.2021.103114

    Article  Google Scholar 

  46. Jelodar, H., Wang, Y., Rabbani, M., Ahmadi, S. B. B., Boukela, L., Zhao, R., & Larik, R. S. A. (2020). A NLP framework based on meaningful latent-topic detection and sentiment analysis via fuzzy lattice reasoning on youtube comments. Multimedia Tools and Applications. https://doi.org/10.1007/s11042-020-09755-z

    Article  Google Scholar 

  47. Kahlessenane, F., Khaldi, A., Kafi, M. R., Zermi, N., & Euschi, S. (2021). A value parity combination based scheme for retinal images watermarking. Optical and Quantum Electronics, 53(3), 161. https://doi.org/10.1007/s11082-021-02793-3

    Article  Google Scholar 

  48. YosefnezhadIrani, B., Ayubi, P., Amani Jabalkandi, F., YousefiValandar, M., & JafariBarani, M. (2019). Digital image scrambling based on a new one-dimensional coupled Sine map. Nonlinear Dynamics, 97(4), 2693–2721. https://doi.org/10.1007/s11071-019-05157-5

    Article  Google Scholar 

  49. Khaldi, A., Kafi, M. R., & Boukhamla, A. Z. E. (2022). Deformable model segmentation for range image watermarking. Multimedia Tools and Applications. https://doi.org/10.1007/s11042-022-13724-z

    Article  Google Scholar 

  50. Amine, K., MedRedouane, K., & Narima, Z. (2022). ECG signal protection for telemedicine applications. Circuits, Systems, and Signal Processing. https://doi.org/10.1007/s00034-022-02063-x

    Article  Google Scholar 

  51. Valandar, M. Y., Barani, M. J., Ayubi, P., & Aghazadeh, M. (2019). An integer wavelet transform image steganography method based on 3D sine chaotic map. Multimedia Tools and Applications, 78(8), 9971–9989. https://doi.org/10.1007/s11042-018-6584-2

    Article  Google Scholar 

Download references

Acknowledgements

This work was supported by “La Direction Générale de la Recherche Scientifique et du Développement Technologique (DGRSDT)” of Algeria.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Amine Khaldi.

Ethics declarations

Conflict of interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Ethical approval

This article does not contain any studies with human participants or animals performed by any of the authors.

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

Khaldi, A., Redouane, K.M. & Bilel, M. A Medical Image Watermarking System Based on Redundant Wavelets for Secure Transmission in Telemedicine Applications. Wireless Pers Commun 132, 823–839 (2023). https://doi.org/10.1007/s11277-023-10636-5

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11277-023-10636-5

Keywords