DOI QR코드

DOI QR Code

A Perceptually-Adaptive High-Capacity Color Image Watermarking System

  • Ghouti, Lahouari (Department of Information and Computer Science, King Fahd University of Petroleum and Minerals)
  • Received : 2016.05.26
  • Accepted : 2016.11.15
  • Published : 2017.01.31

Abstract

Robust and perceptually-adaptive image watermarking algorithms have mainly targeted gray-scale images either at the modeling or embedding levels despite the widespread availability of color images. Only few of the existing algorithms are specifically designed for color images where color correlation and perception are constructively exploited. In this paper, a new perceptual and high-capacity color image watermarking solution is proposed based on the extension of Tsui et al. algorithm. The $CIEL^*a^*b^*$ space and the spatio-chromatic Fourier transform (SCFT) are combined along with a perceptual model to hide watermarks in color images where the embedding process reconciles between the conflicting requirements of digital watermarking. The perceptual model, based on an emerging color image model, exploits the non-uniform just-noticeable color difference (NUJNCD) thresholds of the $CIEL^*a^*b^*$ space. Also, spread-spectrum techniques and semi-random low-density parity check codes (SR-LDPC) are used to boost the watermark robustness and capacity. Unlike, existing color-based models, the data hiding capacity of our scheme relies on a game-theoretic model where upper bounds for watermark embedding are derived. Finally, the proposed watermarking solution outperforms existing color-based watermarking schemes in terms of robustness to standard image/color attacks, hiding capacity and imperceptibility.

Keywords

References

  1. I. J. Cox and M. L. Miller, "The first 50 years of electronic watermarking," EURASIP Journal on Applied Signal Processing, vol. 2002, January.
  2. D. J. Fleet and D. J. Heeger, "Embedding invisible information in color images," in Proc. of the IEEE International Conference on Image Processing (ICIP' 97), vol. 1, pp. 532-535, 1997.
  3. T. K. Tsui, X.-P. Zhang, and D. Androutsos, "Color image watermarking using multidimensional Fourier transforms," IEEE Transactions on Information Forensics and Security, vol. 3, pp. 16-28, March 2008. https://doi.org/10.1109/TIFS.2007.916275
  4. G. Sharma, W. Wu, and E. N. Dalal, "The CIEDE 2000 color-difference formula: Implementation notes, supplementary test data, and mathematical observations," Color Research & Application, vol. 30, pp. 21-30, February 2005. https://doi.org/10.1002/col.20070
  5. P. Moulin and M. K. Mihcak, "A framework for evaluating the data-hiding capacity of image sources," IEEE Transactions on Image Processing, vol. 11, no. 9, pp. 1029-1042, September 2002. https://doi.org/10.1109/TIP.2002.802512
  6. C.-H. Chou, and K.-C. Liu, "Color image watermarking based on a color visual model," in Proc. of the Second IEEE Workshop on Multimedia Signal Processing, pp. 367-370, 2002.
  7. C.-H. Chou, and T.-L. Wu, "Embedding color watermarks in color images," EURASIP Journal on Applied Signal Processing, vol. 2003, pp. 32-40, 2003. https://doi.org/10.1155/S1110865703211227
  8. P. Bas, N. Le Bihan, and J.-M. Chassery, "Color image watermarking using quaternion Fourier transform," in Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP' 03), vol. 3, pp. 521-524, 2003.
  9. C.-H. Chou and K.-C. Liu, "A perceptually tuned watermarking scheme for color images," IEEE Transactions on Image Processing, vol. 19, pp. 2966-2982, November 2010. https://doi.org/10.1109/TIP.2010.2052261
  10. L. Ghouti and M. A.Landolsi, "Robust color image watermarking using the spatio-chromatic Fourier transform and semi-random LDPC codes," in Proc. of the IEEE Computer and Communication Engineering (ICCCE' 12), vol. 1, pp. 349-353, July 2012.
  11. F.-N. Lang, J.-L. Zhou, S. Cang, H. Yu, and Z. Shang, "A self-adaptive image normalization and quaternion pca based color image watermarking algorithm," Expert Systems with Applications, vol. 39, pp. 12046-12060, November 2012. https://doi.org/10.1016/j.eswa.2012.03.070
  12. Z. Shao, Y. Duan, G. Coatrieux, J. Wu, J. Meng, and H. Shu, "Combining double random phase encoding for color image watermarking in quaternion gyrator domain," Optics Communications, vol. 343, pp. 56-65, May 2015. https://doi.org/10.1016/j.optcom.2015.01.002
  13. Z. Shao, J. Wu, J.-L. Coatrieux, G. Coatrieux, and H. Shu, "Quaternion gyrator transform and its application to color image encryption," in Proc. of the 20th IEEE International Conference on Image Processing (ICIP' 13), pp. 4579-4582, September 2013.
  14. F. Lusson, K. Bailey, M. Leeney, and K. Curran, "A novel approach to digital watermarking, exploiting colour spaces," Signal Processing, vol. 93, pp. 1268-1294, May 2013. https://doi.org/10.1016/j.sigpro.2012.10.018
  15. X.-Y. Wang, C.-P. Wang, H.-Y. Wang, and P.-P. Niu, "A robust blind color image watermarking in quaternion Fourier transform domain," Journal of Systems and Software, vol. 86, pp. 255-277, February 2013. https://doi.org/10.1016/j.jss.2012.08.015
  16. J. Ouyang, H. Shu, X. Wen, J. Wu, F. Liao, and G. Coatrieux, "A blind robust color image watermarking method using quaternion Fourier transform," in Proc. of the 2013 6th International Congress on Image and Signal Processing, CISP 2013, pp. 485-489, 2013.
  17. E. D. Tsougenis, G. A. Papakostas, D. E. Koulouriotis, E. G. Karakasis, and D. A. Karras, "Color image watermarking via quaternion radial Tchebichef moments," in Proc. of the IEEE International Conference on Imaging Systems and Techniques (IST' 13), pp. 101-105, 2013.
  18. B. Chen, G. Coatrieux, X. Sun, J.-L. Coatrieux, and H. Shu, "Full 4-d quaternion discrete Fourier transform based watermarking for color images," Digital Signal Processing, vol. 28, pp. 106-119, May 2014. https://doi.org/10.1016/j.dsp.2014.02.010
  19. X.-Y. Wang, P.-P. Niu, C.-P. Wang, and A.-L. Wang, "A new robust color image watermarking using local quaternion exponent moments," Information Sciences, vol. 277, pp. 731-754, September 2014. https://doi.org/10.1016/j.ins.2014.02.158
  20. E. D. Tsougenis, G. A. Papakostas, D. E. Koulouriotis, and E. G. Karakasis, "Adaptive color image watermarking by the use of quaternion image moments," Expert Systems with Applications, vol. 41, pp. 6408-6418, October 2014. https://doi.org/10.1016/j.eswa.2014.04.021
  21. H.-Y. Yang, X.-Y. Wang, P.-P. Niu, and A.-L. Wang, "Robust color image watermarking using geometric invariant quaternion polar harmonic transform," ACM Transactions on Multimedia Computing, Communications and Applications, vol. 11, pp. 1-26, February 2015.
  22. Q. Su, Y. Niu, X. Liu and Y. Zhu, "A blind dual color images watermarking based on IWT and state coding," Optics Communications, vol. 285, no. 7, pp. 1717-1724, April 2012. https://doi.org/10.1016/j.optcom.2011.11.117
  23. H. M. Al-Otum and N. A. Samara, "A robust blind color image watermarking based on wavelet-tree bit host difference selection," Signal Processing, vol. 90, no. 8, pp. 2498-2512, August 2010. https://doi.org/10.1016/j.sigpro.2010.02.017
  24. E. Vahedi,R. A. Zoroofi, and M. Shiva, "Toward a new wavelet-based watermarking approach for color images using bio-inspired optimization principles," Digital Signal Processing, vol. 22, no. 1, pp. 153-162, January 2012. https://doi.org/10.1016/j.dsp.2011.08.006
  25. I. Prathap, V. Natarajan, and R. Anitha, "Hybrid robust watermarking for color images," Computers & Electrical Engineering, vol. 40, no. 3, pp. 920-930, April 2014. https://doi.org/10.1016/j.compeleceng.2014.01.006
  26. Q. Su, Y. Niu, Q. Wang, and G.Sheng, "A blind color image watermarking based on DC component in the spatial domain," Optik - International Journal for Light and Electron Optics, vol. 124, no. 23, pp. 6255-6260, December 2013. https://doi.org/10.1016/j.ijleo.2013.05.013
  27. O. Findik, I. Babaoglu, and E. Ulker, "A color image watermarking scheme based on artificial immune recognition system," Expert Systems with Applications, vol. 38, no. 3, pp. 1942-1946, March 2011. https://doi.org/10.1016/j.eswa.2010.07.126
  28. K-C. Liu, "Wavelet-based watermarking for color images through visual masking," AEU - International Journal of Electronics and Communications, vol. 64, no. 2, pp. 112-124, February 2010. https://doi.org/10.1016/j.aeue.2008.11.006
  29. L. Zhen, L. J. Karam, and A. B. Watson, "JPEG2000 encoding with perceptual distortion control," IEEE Transactions on Image Processing, vol. 15, no. 7, pp. 1763-1778, July 2006. https://doi.org/10.1109/TIP.2006.873460
  30. Q. Su, Y. Niu, H. Zou, and X. Liu, "A blind dual color images watermarking based on singular value decomposition," Applied Mathematics and Computation, vol. 219, no. 16, pp. 8455-8466, April 2013. https://doi.org/10.1016/j.amc.2013.03.013
  31. H. M. Al-Otum and S. S. Al-Sowayan, "Color image watermarking based on self-embedded color permissibility with preserved high image quality and enhanced robustness," AEU - International Journal of Electronics and Communications, vol. 65, no. 7, pp. 619-629, July 2011. https://doi.org/10.1016/j.aeue.2010.09.001
  32. M. E. Moghaddam and N. Nemati, "A robust color image watermarking technique using modified Imperialist Competitive Algorithm," Forensic Science International, vol. 233, no. 1-3, pp. 193-200, December 2013. https://doi.org/10.1016/j.forsciint.2013.09.005
  33. B. Ou, X. Li, Y. Zhao, and R. Ni, "Efficient color image reversible data hiding based on channel-dependent payload partition and adaptive embedding," Signal Processing, vol. 108, no. 3, pp. 642-657, March 2015. https://doi.org/10.1016/j.sigpro.2014.10.012
  34. A. McCabe, T. Caelli, G. West, and A. Reeves, "Theory of spatiochromatic image encoding and feature extraction," Journal of Optical Society of America Part A, vol. 17, pp. 1744-1754, October 2000. https://doi.org/10.1364/JOSAA.17.001744
  35. R. S. Hunter and R. W. Harold, "The measurement of appearance," New York, NY: John Wiley and Sons, 2nd ed., 1987.
  36. L. Ghouti, A. Bouridane, M. K. Ibrahim, and S. Boussakta, "Digital image watermarking using balanced multiwavelets," IEEE Transactions on Signal Processing, vol. 54, no. 4, pp. 1519-1536, April 2006. https://doi.org/10.1109/TSP.2006.870624
  37. A. Bastug and B. Sankur, "Improving the payload of watermarking channels via LDPC coding," IEEE Signal Processing Letters, vol. 11, pp. 90-92, February 2004. https://doi.org/10.1109/LSP.2003.819350
  38. D. J. Costello and S. Lin, "Error control coding," NJ: Prentice Hall, 2nd edition, New Jersey, 2004.
  39. M. A. Landolsi, "A comparative performance and complexity study of short-length LDPC and turbo product codes," in Proc. of the IEEE International Conference on Information and Communications (ICTTA' 06), vol. 2, pp. 2359-2364, April 2006.
  40. M. Urvoy, D. Goudia, and F. Autrusseau, "Perceptual DFT watermarking with improved detection and robustness to geometrical distortions," IEEE Transactions on Information Forensics and Security, vol. 9, no. 7, pp. 1108-1119, July 2014. https://doi.org/10.1109/TIFS.2014.2322497