Skip to main content
Log in

DWT-based blind and robust watermarking using SPIHT algorithm with applications in tele-medicine

  • Published:
Sādhanā Aims and scope Submit manuscript

Abstract

Malicious manipulation of digital images cannot be ignored in certain critical application like tele-medicine, where medical records of the patients (mostly in the form of diagnostic images of brain, chest, heart, lungs, etc.) need to be securely transmitted over the internet for various life-saving consultation and treatments. Watermarking is used to protect such documents from being manipulated and helps detect the authenticity of the image received. A robust and blind image watermarking technique based on discrete wavelet transform is proposed in this paper. For embedding purpose, suitable coefficients are found out using the Set Partitioning in Hierarchical Trees algorithm. Level of security is further enhanced by scrambling the watermark using Arnold transform and by making the set of embedding locations random using a secret key. Noise Visibility Function is used to compute the minimum allowable distortion for each coefficient before embedding to achieve better image fidelity. Experimental results show that the proposed scheme is robust against certain standard image processing attacks and outperforms the prior existing similar types of watermarking schemes.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6
Figure 7
Figure 8
Figure 9

Similar content being viewed by others

References

  1. Rey Christian and Dugelay Jean-Luc 2002 A survey of watermarking algorithms for image authentication. EURASIP J. Appl. Signal Process. 2002(1): 613–621

    MATH  Google Scholar 

  2. Chao Hui-Mei, Hsu Chin-Ming and Miaou Shaou-Gang 2002 A data-hiding technique with authentication, integration, and confidentiality for electronic patient records. Trans. Info. Tech. Biomed. 6(1): 46–53

    Article  Google Scholar 

  3. Ratib Osman and Rosset Antoine 2006 Open-source software in medical imaging: development of osirix. Int. J. Comput. Assist. Radiol. Surgery 1(4): 187–196

    Article  Google Scholar 

  4. Maghraby F, Faheem H M and Roushdy M 2013 A grid based medical image management system using alchemi. Int. J. Comput. Appl. 78(4): 10–16

    Google Scholar 

  5. Zheng D, Qi H and Zhao J 2007 Human visual system based adaptive digital image watermarking. J. Signal Process. 88: 174–188

    MATH  Google Scholar 

  6. Singh Vipula 2011 Digital watermarking: a tutorial. Cyber Journals, Multidisciplinary Journals in Science and Technology, Journal of Selected Areas in Telecommunications (JSAT), January Edition

  7. Liu Jian and He Xiangjian Aug 2005 A review study on digital watermarking. In 2005 International Conference on Information and Communication Technologies, pages 337–341

  8. Langelaar G C, Setyawan I and Lagendijk R L 2000 Watermarking digital image and video data. a state-of-the-art overview. IEEE Signal Process. Mag. 17(5): 20–46

    Article  Google Scholar 

  9. Mukherjee D P, Maitra S and Acton S T 2004 Spatial domain digital watermarking of multimedia objects for buyer authentication. IEEE Trans. Multimedia 6(1): 1–15

    Article  Google Scholar 

  10. Makbol Nasrin M and Khoo Bee Ee 2013 Robust blind image watermarking scheme based on redundant discrete wavelet transform and singular value decomposition. \(\{AEU\}\) -Int. J. Electron. Commun. 67(2): 102–112

  11. Chen Yongqiang, Zhang Yanqing, Hu Hanping and Ling Hefei 2011 A novel gray image watermarking scheme. J. Softw. 6(5): 849–856

    Google Scholar 

  12. Barni Mauro, Bartolini Franco, Cappellini Vito and Piva Alessandro 1998 A dct-domain system for robust image watermarking. Signal Process. 66(3): 357–372

    Article  MATH  Google Scholar 

  13. Huang J, Shi Y Q and Shi Y 2000 Embedding image watermarks in dc components. IEEE Trans. Circuits Syst. Video Technol. 10(6): 974–979

  14. Suhail Mohamed A and Obaidat Mohammad S 2003 Digital watermarking-based dct and jpeg model. IEEE Trans. Instrum. Meas. 52(5): 1640–1647

    Article  Google Scholar 

  15. Ganic Emir and Eskicioglu Ahmet M 2004 A dft-based semi-blind multiple watermarking scheme for images. CUNY Brooklyn College 2900

  16. Ganic Emir, Dexter Scott D and Eskicioglu Ahmet M 2005 Embedding multiple watermarks in the dft domain using low- and high-frequency bands

  17. Kalantari N K, Ahadi S M and Vafadust M 2010 A robust image watermarking in the ridgelet domain using universally optimum decoder. IEEE Trans. Circuits Syst. Video Technol. 20(3): 396–406

    Article  Google Scholar 

  18. Sharma Abhilasha, Singh Amit Kumar and Ghrera S P 2015 Secure hybrid robust watermarking technique for medical images. Procedia Comput. Sci. 70: 778–784. Proceedings of the 4th International Conference on Eco-friendly Computing and Communication Systems

  19. Lin Wei-Hung, Wang Yuh-Rau, Horng Shi-Jinn, Kao Tzong-Wann and Pan Yi 2009 A blind watermarking method using maximum wavelet coefficient quantization. Expert Syst. Appl. 36(9): 11509–11516

    Article  Google Scholar 

  20. Andrews H and Patterson C 1976 Singular value decompositions and digital image processing. IEEE Trans. Acoust. Speech Signal Process. 24(1): 26–53

    Article  Google Scholar 

  21. Bao P and Ma Xiaohu 2005 Image adaptive watermarking using wavelet domain singular value decomposition. IEEE Trans. Circuits Syst. Video Technol. 15(1): 96–102

    Article  Google Scholar 

  22. Liu R and Tan T 2002 An svd-based watermarking scheme for protecting rightful ownership. IEEE Trans. Multimedia 4(1): 121–128

  23. Lai C C and Tsai C C 2010 Digital image watermarking using discrete wavelet transform and singular value decomposition. IEEE Trans. Instrum. Meas. 59(11): 3060–3063

    Article  Google Scholar 

  24. Seo Jung-Hee and Park Hung-Bog 2006 Data-hiding method using digital watermark in the public multimedia network. J. Inform. Process. Syst. 2(2): 82–87

    Article  Google Scholar 

  25. Wang S, Zheng D, Zhao J, Tam W J and Speranza F 2014 Adaptive watermarking and tree structure based image quality estimation. IEEE Trans. Multimedia 16(2): 311–325

    Article  Google Scholar 

  26. Said Amir and Pearlman William A 1996 A new, fast, and efficient image codec based on set partitioning in hierarchical trees. IEEE Trans. Circuits Syst. Video Technol. 6(3): 243–250

    Article  Google Scholar 

  27. Hsieh M-S, Tseng D-C and Huang Y-H 2001 Hiding digital watermarks using multiresolution wavelet transform. IEEE Trans. Ind. Electron. 48(5): 875–882

  28. Shapiro Jerome M 1993 Embedded image coding using zerotrees of wavelet coefficients. IEEE Trans. Signal Process. 41(12): 3445–3462

    Article  MATH  Google Scholar 

  29. Zhang Fan, Zhang Xinhong and Zhang Hongbin 2007 Digital image watermarking capacity and detection error rate. Pattern Recogn. Lett. 28(1): 1–10

    Article  MathSciNet  Google Scholar 

  30. Voloshynovskiy Sviatoslav, Pereira Shelby, Iquise Victor and Pun Thierry 2001 Attack modelling: towards a second generation watermarking benchmark. Signal Process. 81(6): 1177–1214

    Article  MATH  Google Scholar 

  31. Pereira Shelby, Voloshynoskiy S and Pun Thierry 2001 Optimal transform domain watermark embedding via linear programming. Image Process. 81(6): 1251–1260

    MATH  Google Scholar 

  32. Watson Andrew B, Yang Gloria Y, Solomon Joshua A and Villasenor John 1997 Visibility of wavelet quantization noise. IEEE Trans. Image Process. 6(8): 1164–1175

    Article  Google Scholar 

  33. Mehta Rajesh, Rajpal Navin and Vishwakarma Virendra P 2015 Robust image watermarking scheme in lifting wavelet domain using ga-lsvr hybridization. Int. J. Mach. Learn. Cybern. pp. 1–17

  34. Ghebleh Mohammad and Kanso Ali 2014 A blind chaos-based watermarking technique. Security Commun. Netw. 7(4): 800–811

    Article  Google Scholar 

  35. Petitcolas Fabien A P, Anderson Ross J and Kuhn Markus G 1998 Attacks on Copyright Marking Systems, pages 218–238. Springer Berlin Heidelberg, Berlin, Heidelberg

  36. Das Tanmoy Kanti and Maitra Subhamoy 2002 A robust block oriented watermarking scheme in spatial domain, pages 184–196. Springer Berlin Heidelberg, Berlin, Heidelberg

    MATH  Google Scholar 

  37. Shahid A R Bin 2012 An image watermarking approach based on set partitioning in hierarchical trees (spiht) algorithm. In 2012 International Conference on Informatics, Electronics & Vision (ICIEV), pages 487–492. IEEE

  38. Shijie R and Xin S 2009 Digital watermarking based on fast independent component analysis and discrete wavelet transform. In 2009 International Conference on Computational Intelligence and Security, vol. 2, pages 341–343

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to TOSHANLAL MEENPAL.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

MEENPAL, T. DWT-based blind and robust watermarking using SPIHT algorithm with applications in tele-medicine. Sādhanā 43, 4 (2018). https://doi.org/10.1007/s12046-017-0773-y

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s12046-017-0773-y

Keywords

Navigation