Abstract
Image watermarking provides a promising solution to digital media copyright protection. However, the robust performance of the watermarking scheme should be carefully considered. In this paper, we propose a robust image watermarking scheme, which shows good robustness against common watermarking attacks and rotation attacks. The hybrid method based on discrete wavelet transform (DWT) and discrete cosine transform (DCT) helps concentrate the image energy and improve the robust performance of the image watermarking scheme. Besides, the employment of singular value decomposition (SVD) makes the proposed scheme more robust against rotation attack. We conduct experiments on the visual quality and the robustness of our watermarking scheme. The experimental results are generally satisfactory.
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Agarwal C, Mishra A, Sharma A (2013) Gray-scale image watermarking using GA-BPN hybrid network. J Vis Commun Image Represent 24(7):1135–1146
Ali M, Ahn CW, Pant M (2014) A robust image watermarking technique using svd and differential evolution in dct domain. Optik-Int J Light Electron Opt 125 (1):428–434
Ansari R, Devanalamath MM, Manikantan K, Ramachandran S (2012) Robust digital image watermarking algorithm in dwt-dft-svd domain for color images. In: 2012 International conference on communication, information & computing technology (ICCICT). IEEE, pp 1–6
Cedillo-Hernandez M, Garcia-Ugalde F, Nakano-Miyatake M, Perez-Meana H (2012) Robust digital image watermarking using interest points and dft domain. In: 2012 35Th international conference on telecommunications and signal processing (TSP), pp 715–719. IEEE
Cedillo-Hernandez M, Garcia-Ugalde F, Nakano-Miyatake M, Perez-Meana H (2015) Robust watermarking method in dft domain for effective management of medical imaging. SIViP 9(5):1163–1178
Chen M, Zhang Z, Cai Z, Pan Y (2016) A novel image encryption method based on fractional fourier transform and odd-even quantification. In: Eighth international conference on digital image processing (ICDIP 2016). International society for optics and photonics, vol 10033, pp 1003332
Das C, Panigrahi S, Sharma VK, Mahapatra K (2014) A novel blind robust image watermarking in dct domain using inter-block coefficient correlation. AEU-Int J Electron Commun 68(3):244–253
Deb K, Al-Seraj MS, Hoque MM, Sarkar MIH (2012) Combined dwt-dct based digital image watermarking technique for copyright protection. In: 2012 7Th international conference on electrical and computer engineering. IEEE, pp 458–461
Dubolia R, Singh R, Bhadoria SS, Gupta R (2011) Digital image watermarking by using discrete wavelet transform and discrete cosine transform and comparison based on psnr. In: 2011 International conference on communication systems and network technologies. IEEE, pp 593–596
Furqan A, Kumar M (2015) Study and analysis of robust dwt-svd domain based digital image watermarking technique using matlab. In: 2015 IEEE International conference on computational intelligence & communication technology. IEEE, pp 638–644
Golea NEH, Seghir R, Benzid R (2010) A bind rgb color image watermarking based on singular value decomposition. In: 2010 IEEE/ACS international conference on Computer systems and applications (AICCSA). IEEE, pp 1–5
Gonzalez RC, Wintz P (1977) Digital image processing(book). Reading, Mass., Addison-Wesley Publishing Co., Inc. (Applied Mathematics and Computation (13), pp 451
Guo JM, Prasetyo H (2014) False-positive-free SVD-based image watermarking. J Vis Commun Image Represent 25(5):1149–1163
Guo J, Zheng P, Huang J (2015) Secure watermarking scheme against watermark attacks in the encrypted domain. J Vis Commun Image Represent 30:125–135
Hu WC, Chen WH, Yang CY (2012) Robust image watermarking based on discrete wavelet transform-discrete cosine transform-singular value decomposition. J Electron Imaging 21(3):033005
Jia SL (2014) A novel blind color images watermarking based on svd. Optik-Int J Light Electron Opt 125(12):2868–2874
Kashyap N, Sinha G (2012) Image watermarking using 3-level discrete wavelet transform (dwt). Int J Modern Educ Comput Sci 4(3):50
Lee JS, Li B (2014) Self-recognized image protection technique that resists large-scale cropping. IEEE MultiMed 21(1):60–73
Lee TY, Lin SD (2008) Dual watermark for image tamper detection and recovery. Pattern Recogn 41(11):3497–3506
Lei BY, Soon Y, Li Z (2011) Blind and robust audio watermarking scheme based on svd–dct. Signal Process 91(8):1973–1984
Lin PL, Hsieh CK, Huang PW (2005) A hierarchical digital watermarking method for image tamper detection and recovery. Pattern Recogn 38(12):2519–2529
Lin SD, Shie SC, Guo JY (2010) Improving the robustness of DCT-based image watermarking against jpeg compression. Comput Stand Interfaces 32(1-2):54–60
Makbol NM, Khoo BE (2013) A hybrid robust image watermarking scheme using integer wavelet transform, singular value decomposition and arnold transform. In: International visual informatics conference. Springer, pp 36–47
Mallat SG (1989) A theory for multiresolution signal decomposition: the wavelet representation. IEEE Trans Pattern Anal Mach Intell 11(7):674–693
Patra JC, Phua JE, Bornand C (2010) A novel dct domain crt-based watermarking scheme for image authentication surviving jpeg compression. Digit Signal Process 20(6):1597–1611
Qin C, Chang CC, Chen PY (2012) Self-embedding fragile watermarking with restoration capability based on adaptive bit allocation mechanism. Signal Process 92 (4):1137–1150
Rawat S, Raman B (2011) A chaotic system based fragile watermarking scheme for image tamper detection. AEU-Int J Electron Commun 65(10):840–847
Run RS, Horng SJ, Lai JL, Kao TW, Chen RJ (2012) An improved svd-based watermarking technique for copyright protection. Expert Syst Appl 39(1):673–689
Singh SP, Rawat P, Agrawal S (2012) A robust watermarking approach using dct-dwt. Int J Emerging Technol Adv Eng 2(8):300–305
Su Q, Niu Y, Zhao Y, Pang S, Liu X (2013) A dual color images watermarking scheme based on the optimized compensation of singular value decomposition. AEU-Int J Electron Commun 67(8):652–664
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
Trefethen LN, Bau D III (1997) Numerical linear algebra. Siam, vol 50
Wang X, Zhang D, Guo X (2013) A novel image recovery method based on discrete cosine transform and matched blocks. Nonlinear Dyn 73(3):1945–1954
Zheng P, Huang J (2013) Discrete wavelet transform and data expansion reduction in homomorphic encrypted domain. IEEE Trans Image Process 22(6):2455–2468
Zheng P, Huang J (2018) Efficient encrypted images filtering and transform coding with Walsh-Hadamard transform and parallelization. IEEE Trans Image Process 27(5):2541–2556
Acknowledgements
This work was supported in part by the Guangdong Natural Science Foundation under Grant 2019A1515010746 and Grant 2015A030310319, in part by the Fundamental Research Funds for the Central Universities under Grant 19LGPY218, in part by the NSFC under Grant 61502547, and in part by the Opening Project of GuangDong Province Key Laboratory of Information Security Technology under Grant 2017B030314131.
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Zheng, P., Zhang, Y. A robust image watermarking scheme in hybrid transform domains resisting to rotation attacks. Multimed Tools Appl 79, 18343–18365 (2020). https://doi.org/10.1007/s11042-019-08490-4
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DOI: https://doi.org/10.1007/s11042-019-08490-4