Abstract
In this paper, we propose a novel multipurpose intelligent image watermarking scheme for both content authentication and copyright protection. To achieve this, we first utilize integer discrete wavelet transform (IDWT) for watermark insertion and detection. The low frequency component of IDWT is used to insert a robust watermark (e.g., the copyright information) for copyright protection, whereas the high frequency component of IDWT is used to embed a fragile watermark (e.g., the logo data) for content authentication. To achieve a good tradeoff among the watermark conflicting requirements (e.g., robustness, fidelity and capacity), we develop an artificial bee colony (ABC) algorithm for optimal parameter selection. Experimental results demonstrate that the proposed scheme achieves promising performance in both copyright protection and content authentication simultaneously, which confirm the superiority of our proposed algorithm as compared to existing methods.
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References
Ansari IA, Pant M (2016) Multipurpose image watermarking in the domain of DWT based on SVD and ABC. Pattern Recognition Letters
Aslantas V (2008) A singular-value decomposition-based image watermarking using genetic algorithm. AEU - International Journal of Electronics and Communications 62(5):386–394
Aslantas V, Ozer S, Ozturk S (2009) Improving the performance of DCT-based fragile watermarking using intelligent optimization algorithms. Opt Commun 282(14):2806–2817
Bao P, Xiaohu M (2005) Image adaptive watermarking using wavelet domain singular value decomposition. IEEE Transactions on Circuits and Systems for Video Technology 15(1):96–102
Benrhouma O, Hermassi H, Belghith S (2015) Tamper detection and self-recovery scheme by DWT watermarking. Nonlinear Dynamics 79(3):1817–1833
Chen B, Wornell GW (2001) Quantization index modulation: a class of provably good methods for digital watermarking and information embedding. IEEE Trans Inf Theory 47(4):1423–1443
Giakoumaki A, Pavlopoulos S, Koutsouris D (2006) Multiple image watermarking applied to health information management. IEEE Trans Inf Technol Biomed 10(4):722–732
Huang HC, Chu SC, Pan JS, Huang CY, Liao BY (2011) Tabu search based multi-watermarks embedding algorithm with multiple description coding. Inf Sci 181(16):3379–3396
Jamal SS, Shah T, Hussain I (2013) An efficient scheme for digital watermarking using chaotic map. Nonlinear Dynamics 73(3):1469–1474
Jin Y, Shi Y, Zhan L, Gutman BA, de Zubicaray GI, McMahon KL, Wright MJ, Toga AW, Thompson PM (2014) Automatic clustering of white matter fibers in brain diffusion MRI with an application to genetics. NeuroImage 100:75–90
Karaboga D (2005) An idea based on honey bee swarm for numerical optimization. Technical report-tr06, Erciyes University, Engineering Faculty, Computer Engineering Department
Karaboga D, Basturk B (2007) A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm. J Glob Optim 39(3):459–471
Karaboga D, Basturk B (2008) On the performance of artificial bee colony (ABC) algorithm. Appl Soft Comput 8(1):687–697
Lai CC (2011) A digital watermarking scheme based on singular value decomposition and tiny genetic algorithm. Digital Signal Processing 21(4):522–527
Lee SH, Kwon KR (2011) Multiple 3D medical data watermarking for healthcare data management. J Med Syst 35(6):1573–1593
Lee S, Yoo CD, Kalker T (2007) Reversible image watermarking based on integer-to-integer wavelet transform. IEEE Transactions on Information Forensics and Security 2(3):321–330
Lei B, Soon Y (2015) Perception-based audio watermarking scheme in the compressed bitstream. AEU-International Journal of Electronics and Communications 69(1):188–197
Lei BY, Soon IY, Li Z (2011) Blind and robust audio watermarking scheme based on SVD-DCT. Signal Process 91(8):1973–1984
Lei B, Soon IY, Li Z, Dai P (2011) A particle swarm optimization based audio watermarking scheme. In: Proceedings of 8th International Conference on Information, Communications and. Signal Processing, IEEE, pp 1–4
Lei B, Soon I, Li Z (2012) A Robust Audio Watermarking Scheme Based on Lifting Wavelet Transform and Singular Value Decomposition. In: Proceedings of International Workshop on Watermarking and Forensics, Springer Berlin Heidelberg, pp 86–96
Lei B, Song I, Rahman SA (2012) Optimal watermarking scheme for breath sound. In: Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), IEEE, pp 1–6
Lei B, Soon IY, Tan E-L (2013) Robust SVD-based audio watermarking scheme with differential evolution optimization. IEEE Trans Audio Speech Lang Process 21(11):2368–2378
Lei B, Chen S, Wang T, Ni D, Lei H (2013) Robust watermarking scheme for medical image using optimization method. In: Proceedings of Eighth International Conference on Information, Communications and Signal Processing, IEEE, pp 1–4
Lei B, Ni D, Chen S, Wang T, Zhou F (2014) Optimal image watermarking scheme based on chaotic map and quaternion wavelet transform. Nonlinear Dynamics 78(4):2897–2907
Lei B, Tan E-LCS, Ni D, Wang T, Lei H (2014) Reversible watermarking scheme for medical image based on differential evolution. Expert Syst Appl 41(7):3178–3188
Lei B, Zhou F, Tan E-L, Ni D, Lei H, Chen S, Wang T (2015) Optimal and secure audio watermarking scheme based on self-adaptive particle swarm optimization and quaternion wavelet transform. Signal Process 113:80–94
Liu N, Li H, Dai H, Guo D, Chen D (2015) Robust blind image watermarking based on chaotic mixtures. Nonlinear Dynamics 80(3):1329–1355
Mooney A, Keating JG, Heffernan DM (2009) Performance analysis of chaotic and white watermarks in the presence of common watermark attacks. Chaos, Solitons Fractals 42(1):560–570
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
Tao S, Ruli W, Yixun Y (2001) Generating binary Bernoulli sequences based on a class of even-symmetric chaotic maps. IEEE Trans Commun 49(4):620–623
Tefas A, Nikolaidis A, Nikolaidis N, Solachidis V, Tsekeridou S, Pitas I (2003) Performance analysis of correlation-based watermarking schemes employing Markov chaotic sequences. IEEE Trans Signal Process 51(7):1979–1994
Wang X-Y, Niu P-P, Yang H-Y (2009) A robust, digital-audio watermarking method. IEEE Multimedia 16(3):60–69
Wu X, Guan Z-H (2007) A novel digital watermark algorithm based on chaotic maps. Phys Lett A 365(5–6):403–406
Zhang L, Han Y, Yang Y, Song M, Yan S, Tian Q (2013) Discovering discriminative Graphlets for aerial image categories recognition. IEEE Trans Image Process 22(12):5071
Zhang L, Yang Y, Gao Y, Yu Y (2014) A probabilistic associative model for segmenting weakly supervised images. IEEE Trans Image Process 23(9):4150–4159
Zhang L, Gao Y, Zimmermann R, Tian Q, Li X (2014) Fusion of multichannel local and global structural cues for photo aesthetics evaluation. IEEE Trans Image Process 23(3):1419–1429
Zhang L, Gao Y, Xia Y, Lu K, Shen J, Ji R (2014) Representative discovery of structure cues for weakly-supervised image segmentation. IEEE Transactions on Multimedia 16(2):470–479
Zhang L, Gao Y, Ji R, Xia Y, Dai Q, Li X (2014) Actively learning human gaze shifting paths for semantics-aware photo cropping. IEEE Trans Image Process 23(5):2235–2245
Zhang L, Gao Y, Hong C, Feng Y, Zhu J, Cai D (2014) Feature correlation hypergraph: exploiting high-order potentials for multimodal recognition. IEEE Transactions on Cybernetics 44(8):1408–1419
Zhang L, Gao Y, Xia Y, Dai Q, Li X (2015) A fine-grained image categorization system by Cellet-encoded spatial pyramid modeling. IEEE Trans Ind Electron 62(1):564–571
Acknowledgments
This work was supported partly by National Natural Science Foundation of China (Nos. 61402296, 61571304, and 61427806), National Key Research and Development Project (No. 2016YFC0104703), the (Key) Project of Department of Education of Guangdong Province (No. 2014GXM052), Shenzhen Key Basic Research Project (Nos. JCYJ20150525092940986), Guangdong Medical Grant (No. B2016094), Open Fund Project of Fujian Provincial Key Laboratory of Information Processing and Intelligent Control (Minjiang University) (No. MJUKF201711) and the National Natural Science Foundation of Shenzhen University (No. 2016077).
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Lei, B., Zhao, X., Lei, H. et al. Multipurpose watermarking scheme via intelligent method and chaotic map. Multimed Tools Appl 78, 27085–27107 (2019). https://doi.org/10.1007/s11042-017-4743-5
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DOI: https://doi.org/10.1007/s11042-017-4743-5