Abstract
In this paper, we present a robust hybrid watermarking method applied to color images for authentication, which presents robustness against several distortions. Due to the different nature of common signal processing and geometrical attacks, two different techniques for embed a same watermark are used in this method. In the first one, the luminance component (Y) information is used to embed the watermark bit sequence into the magnitude of the middle frequencies of the Discrete Fourier Transform (DFT). In the second one, a selected region of 2D histogram composed by blue-difference and red-difference (Cb–Cr) chrominance components is modified according to the watermark bit sequence. The quality of the watermarked image is measured using the following well-known indices peak signal to noise ratio (PSNR), visual information fidelity (VIF) and structural similarity index (SSIM). The difference color of the watermarked image is obtained using the normalized color difference (NCD) measure. The experimental results show that the proposed method provides robustness against several geometric distortions, signal processing operations, combined distortions and photo editing. The comparison with the previously reported methods based on different techniques is also provided.












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References
Ruanaidh, J.Ó., Pun, T.: Rotation, scale and translation invariant spread spectrum digital image watermarking. Signal Process. 66, 303–317 (1998)
Bum-Soo, K., Jae-Gark, C., Chul-Hyun, P., Jong-Un, W., Dong-Min, K., Sang-Keun, O., et al.: Robust digital image watermarking method against geometrical attacks. Real-Time Imaging 9, 139–149 (2003)
Ridzon, R., Levicky, D.: Log-Polar Mapping in Robust Digital Image Watermarking. Institute of Electric and Electronics Engineers Computer Society, Brno (2007)
Yan, L., Jiying, Z.: A new video watermarking algorithm based on 1D DFT and Radon transform. Signal Process. 90, 626–639 (2010)
Dong, P., Brankov, J.B., Galatsanos, N.P., Yang, Y., Davoine, F.: Digital watermarking to geometric distortions. IEEE Trans. Image Process. 14(12), 2140–2150 (2005)
Cedillo, M., Nakano, M., Perez, H.: A robust watermarking technique based on image normalization. Rev. Fac. Ing. Univ. Antioquia J. Eng. Fac. Univ. Antioquia Medellin Colombia 52, 147–160 (2010)
Kim, H.S., Lee, H.-K.: Invariant image watermark using Zernike moments. IEEE Trans. Circuits Syst. Video Technol. 13(8), 766–775 (2003)
Chareyron, G., Da Rugna, J., Trémeau, A.: Color in image watermarking. In: Al-Haj, A. (ed.) Advanced Techniques in Multimedia Watermarking: Image, Video and Audio Applications, IGI Global, pp. 36–56 (2010). doi:10.4018/978-1-61520-903-3.ch003
Trémeau, A., Tominaga, S., Plataniotis, K.: Color in image and video processing: most recent trends and future research directions. EURASIP J. Image Video Process. 2008(7), 1–26 (2008)
Huang, H., Chu, C., Pan, J.: The optimized copyright protection system with genetic watermarking. Soft Comput. 13(4), 333–343 (2008)
Maity, S.P., Kundu, M.K.: DHT domain digital watermarking with low loss in image informations. Int. J. Electron. Commun. (AEU) 64(3), 243–257 (2010)
Huang, P.S., Chiang, C.: Novel and robust saturation watermarking in wavelet domains for color images. Opt. Eng. 44(11), 117002 (2005)
Battiato, S., Catalano, D., Gallo, G., Gennaro, R.: Robust watermarking for images based on color manipulation. In: Proceedings of the Third International Workshop on Information Hiding. Springer, vol. 1768, pp. 302–317 (2000)
Zhang, X., Wang, S.: Fragile watermarking scheme using a hierarchical mechanism. Signal Process. 89(4), 675–679 (2009)
Kougianos, E., Mohanty, P., Mahapatra, R.N.: Hardware assisted watermarking for multimedia. Comput. Electr. Eng. 35(2), 339–358 (2009)
Coltuc, D., Bolon, P.: Robust watermarking by histogram specification. In: Proceedings of 6th IEEE Conference on Image Processing (ICIP’ 99). Kobe, Japan, vol. 2, pp. 236–239 (1999)
Chareyron, G., Macq, B. and Tremeau, A.: Watermarking of color images based on segmentation of the XYZ color space. In: CGIV Second European Conference on Color in Graphics, Imaging and Vision, Aachen, Germany, pp. 178–182 (2004)
Roy, S., Chang, E.C.: Watermarking color histogram. In Proceedings of IEEE Internaional Conference on Image Processing, Singapore, pp. 2191–2194 (2004)
Lin, C.H., Chan, D.Y., Su, H., Hsieh, W.S.: Histogram oriented watermarking algorithm: color image watermarking scheme robust against geometric attacks and signal processing. IEE Proc. Vis. Image Signal Proces. 153(4), 483–492 (2006)
Xiaolin, J., Yanli, Q., Liping, S., Xiaobo, J.: An anti-geometric digital watermark algorithm based on histogram grouping and fault-tolerance channel. In: Intelligent Science and Intelligent Data Engineering. Lecture Notes in Computer Science (2012). doi:10.1007/978-3-642-31919-8_96
Chrysochos, E., Fotopoulos, V., Skodras, A. Xenos, M.: Reversible image watermarking based on histogram modification. In: Proceedings of 11th Panhellenic Conference on Informatics with International Participation (PCI), B, pp. 93–104 (2007)
Chrysochos, E., Fotopoulos, V., Xenos, M., Skodras, A.N.: Hybrid watermarking based on chaos and histogram modification. Signal Image Video Process. (2012). doi:10.1007/s11760-012-0307-3
Lukac, R., Plataniotis, K.: Color Image Processing. CRC Press, London (2007)
Tapia-Recillas, H.: Remarks on self-inverse quadratic permutation polynomials. Int. J. Algebra 4(19), 931–938 (2010)
Sheikh, H.R., Bovik, A.C.: Image information and visual quality. IEEE Trans. Image Process. 15(2), 430–444 (2006)
Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: From error measurement to structural similarity. IEEE Trans. Image Process. 13(4), 600–612 (2004)
Chang, H., Chen, H.H.: Stochastic color interpolation for digital cameras. IEEE Trans. Circuits Syst. Video Technol. 17(8), 964–973 (2007)
Plataniotis, K.N., Venetsanopoulos, A.N.: Color Image Processing and Applications. Springer, Berlin (2000)
Sahoo, A.: Fuzzy weighted adaptive linear filter for color image restoration using morphological detectors. Int. J. Comput. Sci. Eng. 1(3), 217–221 (2009)
Wang, X., Hou, L., Wu, J.: A feature-based robust digital image watermarking against geometric attacks. Image Vis. Comput. 26(7), 980–989 (2008)
Acknowledgments
We thank the Program of Post Doctoral Scholarships DGAPA in the UNAM of Mexico, the National Polytechnic Institute of Mexico by support provided during the realization of this research, and DGAPA-UNAM project PAPIIT IN-112513.
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Cedillo-Hernández, M., García-Ugalde, F., Nakano-Miyatake, M. et al. Robust hybrid color image watermarking method based on DFT domain and 2D histogram modification. SIViP 8, 49–63 (2014). https://doi.org/10.1007/s11760-013-0459-9
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DOI: https://doi.org/10.1007/s11760-013-0459-9