A Hybrid Approach for SVD and Neural Networks Based Robust Image Watermarking
Citation
MLA Style: Mokhtar Hussein, Dr. B. Manjula "A Hybrid Approach for SVD and Neural Networks Based Robust Image Watermarking" International Journal of P2P Network Trends and Technology 8.4 (2018): 1-5.
APA Style:Mokhtar Hussein, Dr. B. Manjula, (2018). A Hybrid Approach for SVD and Neural Networks Based Robust Image Watermarking. International Journal of P2P Network Trends and Technology, 8(4), 1-5.
Abstract
In the digital world, a lot of digital watermarking techniques for copyright protection of multimedia data have been proposed to avoid their misuse. Implementation of these watermarking schemes requires main focus on robustness, trustworthiness and imperceptibility. In this paper, a new SVD and Neural Network based robust image watermarking method is proposed. The proposed method is supposed to offer better quality and robustness for the image under different types of attacks and under copy move forgery attacks.
References
[1] Potdar, Vidyasagar M., Song Han, and Elizabeth Chang. "A survey of digital image watermarking techniques. “In Industrial Informatics, 2005.INDIN’05.2005 3rd IEEE International Conference on, pp. 709-716. IEEE, 2005.
[2] C-S. Lu, S-K. Huang, C-J. Sze and H-Y. Liao A new watermarking technique for multimedia protection, Multimedia Image and Video Processing (2001) pp. 507{530}.
[3] Chen Yongqinang, Zhang Yanqing, and Peng Lihua, ? A DWT Domain Image Watermarking Scheme Using Genetic Algorithm and Synergetic Neural Network?, Academy Publisher, pp. 298- 301, 2009.
[4] heng-Ri Piao, Seunghwa Beack, Dong-Min Woo, and SeungSoo Han, ? A Blind Watermarking algorithm Based on HVS and RBF Neural Network for Digital Image?, Springer-Verlag Berlin Heidellberg, pp. 493-496, 2006.
[5] S. Bounkong, B. Toch, David Saad, David Lowe, ? ICA for Watermarking Digital Images?, Journal of Machine Learning Research 4 (2003) 1471-1498.
[6] Huo-Chong L, Raphael C, Phan W, Swee-Huay H (2011) On an optimal robust digital image watermarking based on SVD using differential evolution algorithm. Opt Commun 284:4458– 4459.
[7] Chen Yongqinang, Zhang Yanqing, and Peng Lihua, ? A DWT Domain Image Watermarking Scheme Using Genetic Algorithm and Synergetic Neural Network ? , Academy Publisher, pp. 298- 301, 2009.
[8] Quan, L.; Jiang, X.: Design and Realization of a Meaningful Digital Watermarking Algorithm Based on RBF Neural Network. Proceedings of the Sixth World Congress on Intelligent Control and Automation, WCICA. vol. 1, pp. 2878 2881, 2006.
[9] Mohamad Vafaei, and Homayoun Mahdavi-Nasab, ?A Novel Digital Watermarking Scheme Using Neural Networks with Tamper Detection Capability, ?, J. Basic. Appl. Sci. Res., 3(4)577-587, 2013.
[10] Hieu V. Dang and Witold Kinsner, ?An intelligent digital color image watermarking approach based on wavelet transform and general regression neural network,? in Proc. of the 11th IEEE Intern. Conf. on Cognitive Informatics and Cognitive Computing, ICCI*CC 2012, (Kyoto, Japan; August 22-24, 2012), pp. 115-123, 2012.
[11] Zhang G, Patuwo BE, Hu MY (1998) Forecasting with artificial neural networks: the state of the art. Int J Forecast 14:35–62.
[12] Akram Zeki, Adamu Abubakar and Haruna Chiroma, ?An intermediate significant bit (ISB) watermarking technique using neural networks?, SpringerPlus (2016) 5:868 DOI 10.1186/s40064-016-2371-6.
[13] Abdullatif M, Zeki AM, Chebil J, Gunawan TS. Properties of digital image watermarking. In: IEEE 2013 Signal Processing and Its Applications, 9th International Colloquium; 8–10 March 2013; Kuala Lumpur, Malaysia. New York, NY, USA: IEEE. pp. 235-240.
[14] Singh YS, Devi BP, Singh KM. A review of different techniques on digital image watermarking scheme. Int J Eng Res 2013; 2: 193-199.
[15] Nguyen TH, Duong DM, Duong DA. Robust and high capacity watermarking for image based on DWT-SVD. In: IEEE RIVF 2015 Computing & Communication Technologies-Research, Innovation and Vision for Future International Conference; 25–28 January 2015; Can Tho, Vietnam. New York, NY, USA: IEEE. pp. 83-88.
[16] Lagzian S, Soryani M, Fathy M. A new robust watermarking scheme based on RDWT-SVD. Int J Intell Inform Process 2011; 2: 27-35.
[17] Radouane M, Boujiha T, Messoussi R, Touahni R. A robust method for digital image watermarking based on combination of SVD, DWT and DCT using optimal block. J Theor Appl Inform Technol 2014; 59: 297-303.
[18] Lou DC, Liu JL, Hu MC. Adaptive digital watermarking using neural network technique. In: IEEE 2003 Security Technology Proceedings of the 37th Annual International Carnahan Conference; 14–16 October 2003; Taipei, Taiwan. New York, NY, USA: IEEE. pp. 325-332.
[19] Aslantas V. A singular-value decomposition-based image watermarking using genetic algorithm. Int J Elec Commun 2008; 62: 386-394.
[20] Mokhtar Hussein, Manjula, “ A Survey Study on Singular Value Decomposition and Genetic Algorithm Based on Digital Watermarking Techniques”, Proceedings of the First International Conference on Computational Intelligence and Informatics pp 7-16. vol 507. Springer, Singapore
Keywords
Digital Image Watermarking, SVD, Neural Networks.