An optimal robust digital image watermarking based on SVD using differential evolution algorithm

The main objective in developing a robust image watermarking technique is to obtain the highest possible robustness without losing the transparency. To achieve this objective, this paper presents a new optimal robust image watermarking technique based on singular value decomposition (SVD) using differential evolution algorithm (DE). The singular values (SV) of the host image are modified by multiple scaling factors to embed a watermark image. The modifications are optimised using DE to achieve maximum robustness and transparency Experimental results show that the proposed approach can effectively improve the quality of the watermarked image and the robustness of the embedded watermark against various attacks.

[1]  Jeng-Shyang Pan,et al.  Genetic watermarking based on transform-domain techniques , 2004, Pattern Recognit..

[2]  Der-Chyuan Lou,et al.  Adaptive digital watermarking using fuzzy logic techniques , 2002 .

[3]  Tieniu Tan,et al.  An SVD-based watermarking scheme for protecting rightful ownership , 2002, IEEE Trans. Multim..

[4]  Shankar M. Krishnan,et al.  Perceptual model based data embedding in medical images , 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

[5]  P. Kumsawat,et al.  A new approach for optimization in image watermarking by using genetic algorithms , 2005, IEEE Transactions on Signal Processing.

[6]  Chin-Chen Chang,et al.  Hiding secret data in images via predictive coding , 2005, Pattern Recognit..

[7]  Chin-Chen Chang,et al.  A steganographic method based upon JPEG and quantization table modification , 2002, Inf. Sci..

[8]  V. Aslantaş.  A singular-value decomposition-based image watermarking using genetic algorithm , 2008 .

[9]  Sung-Hwan Jung,et al.  A survey of watermarking techniques applied to multimedia , 2001, ISIE 2001. 2001 IEEE International Symposium on Industrial Electronics Proceedings (Cat. No.01TH8570).

[10]  Yueh-Hong Chen,et al.  ART2-based genetic watermarking , 2005, 19th International Conference on Advanced Information Networking and Applications (AINA'05) Volume 1 (AINA papers).

[11]  Frank Hartung,et al.  Multimedia watermarking techniques , 1999, Proc. IEEE.

[12]  Chun-Shien Lu,et al.  A message-based cocktail watermarking system , 2003, Pattern Recognit..

[13]  Hongtao Lu,et al.  A novel image watermarking scheme based on support vector regression , 2005, J. Syst. Softw..

[14]  Chin-Chen Chang,et al.  SVD-based digital image watermarking scheme , 2005, Pattern Recognit. Lett..

[15]  Hussein Baher,et al.  Analog & digital signal processing , 1990 .

[16]  Frank Y. Shih,et al.  Enhancement of image watermark retrieval based on genetic algorithms , 2005, J. Vis. Commun. Image Represent..

[17]  D. Chandra.  Digital image watermarking using singular value decomposition , 2002, The 2002 45th Midwest Symposium on Circuits and Systems, 2002. MWSCAS-2002..

[18]  Markus G. Kuhn,et al.  Information hiding-a survey , 1999, Proc. IEEE.

[19]  Joonki Paik,et al.  Genetic Algorithm-Based Watermarking in Discrete Wavelet Transform Domain , 2006, ICIC.

[20]  Rainer Storn,et al.  Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces , 1997, J. Glob. Optim..

[21]  T.E. Areef,et al.  Optimal transform domain watermark embedding via genetic algorithms , 2005, 2005 International Conference on Information and Communication Technology.

[22]  S. Han,et al.  A survey of digital image watermarking techniques , 2005, INDIN '05. 2005 3rd IEEE International Conference on Industrial Informatics, 2005..

[23]  Zhi-Hong Guan,et al.  A hybrid SVD-DCT watermarking method based on LPSNR , 2004, Pattern Recognit. Lett..

[24]  Ingemar J. Cox,et al.  Secure spread spectrum watermarking for multimedia , 1997, IEEE Trans. Image Process..

[25]  Fan Zhang,et al.  Applications of a neural network to watermarking capacity of digital image , 2005, Neurocomputing.

[26]  Wen-Hsiang Tsai,et al.  A steganographic method for images by pixel-value differencing , 2003, Pattern Recognit. Lett..

[27]  Kuo-Liang Chung,et al.  On SVD-based watermarking algorithm , 2007, Appl. Math. Comput..

[28]  Der-Chyuan Lou,et al.  A robust watermarking scheme using self-reference image , 2006, Comput. Stand. Interfaces.

[29]  Frank Y. Shih,et al.  Genetic algorithm based methodology for breaking the steganalytic systems , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[30]  Ja-Ling Wu,et al.  Multiresolution watermarking for digital images , 1998 .

[31]  Ahmet M. Eskicioglu,et al.  Robust DWT-SVD domain image watermarking: embedding data in all frequencies , 2004, MM&Sec '04.

[32]  Yiwei Wang,et al.  A wavelet-based watermarking algorithm for ownership verification of digital images , 2002, IEEE Trans. Image Process..

[33]  Dimitris K. Tasoulis,et al.  Parallel differential evolution , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).

[34]  Hongtao Lu,et al.  Watermarking scheme based on support vector machine for colour images , 2004 .

[35]  Der-Chyuan Lou,et al.  A semi-blind digital watermarking scheme based on singular value decomposition , 2006, Comput. Stand. Interfaces.

[36]  Pao-Ta Yu,et al.  Digital watermarking based on neural networks for color images , 2001, Signal Process..

[37]  A. Murat Tekalp,et al.  Lossless generalized-LSB data embedding , 2005, IEEE Transactions on Image Processing.