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A novel robust blind medical image watermarking using GWO optimized DWT-DCT-SVD

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Abstract

This paper aims at producing a new, robust, and efficient blind medical image watermarking system for CT scan, X-ray, MRI, and Ultrasound Dicom images. In this work, three binary watermark images are used to hide one at a time in the cover image by proposing a novel GWO-optimized hybrid DWT-DCT-SVD scheme. The reason for combining DWT and DCT is to select the position where to hide the message and SVD for conversion of the DCT matrix into the singular matrix and grey wolf optimization decides the gain value to be used to insert the message bits at selected positions. The performance criteria used for image watermarking are Peak Signal to Noise Ratio (PSNR), NCC(Normalized Cross-Correlation) values. It is noticed from the experimental results that the proposed method works more effectively than the existing systems in majority of the image processing attacks.

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References

  1. Aparna P, Kishore PVV (2018) An efficient medical image watermarking technique in e-healthcare application using hybridization of compression and cryptography algorithm. J Intell Syst 27(1):115–133

    Google Scholar 

  2. Aparna P, Kishore PVV (2019) A blind medical image watermarking for secure e-healthcare application using crypto-watermarking system. J Intell Syst 29(1):1558–1575

    Google Scholar 

  3. Aparna P, Kishore PVV (2020) An iris biometric-based dual encryption technique for medical image in e-healthcare application. Int J Computat Vis Robot 10(1):1–20

    Article  Google Scholar 

  4. Arunkumar S, Subramaniyaswamy V, Vijayakumar V, Chilamkurti N, Logesh R (2019) Svd-based robust image steganographic scheme using riwt and dct for secure transmission of medical images. Measurement 139:426–437

    Article  Google Scholar 

  5. AthishMon F, Suthendran K (2018) Combined cryptography and digital watermarking for secure transmission of medical images in ehr systems. Int J Pure Appl Math 118(8):265–269

    Google Scholar 

  6. Coatrieux G, Lecornu L, Sankur B, Roux C (2006) A review of image watermarking applications in healthcare. In: 2006 International conference of the IEEE engineering in medicine and biology society. IEEE, pp 4691–4694

  7. Giakoumaki A, Pavlopoulos S, Koutouris D (2003) A medical image watermarking scheme based on wavelet transform. In: Proceedings of the 25th annual international conference of the IEEE engineering in medicine and biology society (IEEE Cat. No. 03CH37439). IEEE, vol 1, pp 856–859

  8. Gunjal BL, Mali SN (2012) Roi based embedded watermarking of medical images for secured communication in telemedicine. Int J Comput Inf Eng 6(8):997–1002

    Google Scholar 

  9. Kavitha V, Palanisamy C, Sureshkumar T (2018) Robust and secured medical image watermarking using daub4 and coast transforms. J Med Imaging Health Inf 8(9):1857–1864

    Article  Google Scholar 

  10. Kishore PVV, Dheeraj Srivathsav P, Manikanta M, Venkatram N, Reddy LSS, Goutham END, Kimila Devi D, Sastry ASCS (2015) Medical image watermarking with psnr optimization in wavelet domain based on bat algorithm. J Theo Appl Inf Technol 80(3):528

    Google Scholar 

  11. Kishore PVV, Kishore SRC, Kiran Kumar E, Kumar KVV, Aparna P (2015) Medical image watermarking with dwt-bat algorithm. In: 2015 International conference on signal processing and communication engineering systems. IEEE, pp 270–275

  12. Kishore PVV, Sai Prajwal K, Kamal Mohan M, Koteswarao S (2015) Medical image watermarking with ann in wavelet domain. In: 2015 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT). IEEE, pp 1–6

  13. Kishore PVV, Venkatram N, Sarvya C, Reddy LSS (2014) Medical image watermarking using rsa encryption in wavelet domain. In: 2014 First international conference on networks & soft computing (ICNSC2014). IEEE, pp 258–262

  14. Mamatha P, Venkatram N (2016) Watermarking using lifting wavelet transform (lwt) and artificial neural networks (ann). Indian J Sci Technol 9(17):1–7

    Article  Google Scholar 

  15. Mirjalili S, Mirjalili SM, Lewis A (2014) Grey wolf optimizer. Adv Eng Softw 69:46–61

    Article  Google Scholar 

  16. Nagpal S, Bhushan S, Mahajan M (2016) An enhanced digital image watermarking scheme for medical images using neural network, dwt and rsa. Int J Modern Education Comput Sci 8(4):46

    Article  Google Scholar 

  17. Navas KA, Sasikumar M (2007) Survey of medical image watermarking algorithms. In: Proc internation conf sciences of electronics technologies of information and telecommunications, pp 25–29

  18. Planitz B, Maeder A (2005) Medical image watermarking: a study on image degradation. In: Proc Australian pattern recognition society workshop on digital image computing, WDIC

  19. Rao NV, Meena Kumari V (2011) Watermarking in medical imaging for security and authentication. Inf Security J Global Perspective 20(3):148–155

    Article  Google Scholar 

  20. Salama AS, Mokhtar MA, Tayel MB (2019) A triple-layer encryption-based watermarking technique for improving security of medical images. J Med Imaging Health Inf 9(3):610–619

    Article  Google Scholar 

  21. Shankar K, Lakshmanaprabu SK (2018) Optimal key based homomorphic encryption for color image security aid of ant lion optimization algorithm. Int J Eng Technol 7(9):22–27

    Google Scholar 

  22. Singh AK, Dave M, Mohan A (2016) Hybrid technique for robust and imperceptible multiple watermarking using medical images. Multimed Tools Appl 75(14):8381–8401

    Article  Google Scholar 

  23. Thakkar FN, Srivastava VK (2017) A blind medical image watermarking: dwt-svd based robust and secure approach for telemedicine applications. Multimed Tools Appl 76(3):3669–3697

    Article  Google Scholar 

  24. Thanki R, Borra S, Dwivedi V, Borisagar K (2017) A steganographic approach for secure communication of medical images based on the dct-svd and the compressed sensing (cs) theory. Imaging Sci J 65(8):457–467

    Article  Google Scholar 

  25. Velumani R, Seenivasagam V (2010) A reversible blind medical image watermarking scheme for patient identification, improved telediagnosis and tamper detection with a facial image watermark. In: 2010 IEEE international conference on computational intelligence and computing research. IEEE, pp 1–8

  26. Zear A, Singh AK, Kumar P (2018) A proposed secure multiple watermarking technique based on dwt, dct and svd for application in medicine. Multimed Tools Appl 77(4):4863–4882

    Article  Google Scholar 

  27. Zermi N, Khaldi A, Kafi MR, Kahlessenane F, Euschi S (2021) A lossless dwt-svd domain watermarking for medical information security. Multimed Tools Appl 80:24823–24841

    Article  Google Scholar 

  28. Zhou J, Li J, Li H, Liu J, Liu J, Dai Q, Nawaz SA (2019) Multi-watermarking algorithm for medical image based on nsct-rdwt-dct. In: International symposium on cyberspace safety and security. Springer, pp 501–515

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Correspondence to Hitesh Mohapatra.

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Devi, H.S., Mohapatra, H. A novel robust blind medical image watermarking using GWO optimized DWT-DCT-SVD. Multimed Tools Appl 82, 41267–41286 (2023). https://doi.org/10.1007/s11042-023-15158-7

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  • DOI: https://doi.org/10.1007/s11042-023-15158-7

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