Abstract
This paper presents a robust digital image watermarking scheme by using neural network detector. First, the original image is divided into four subimages by using subsampling. Then, a random binary watermark sequence is embedded into DCT domain of these subimages. A fixed binary sequence is added to the head of the payload watermark as the samples to train the neural network detector. Because of the good adaptive and learning abilities, the neural network detector can nearly exactly extract the payload watermark. Experimental results show good performance of the proposed scheme on resisting common signal processing attacks.
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Petitcolas, F.A.P., Anderson, R.J., Kuhn, M.G.: Information Hiding - A Survey. Proc. IEEE 87, 1062–1078 (1999)
Hartung, F., Kutter, M.: Multimedia Watermarking Techniques. Proc. IEEE 87, 1079–1107 (1999)
Yu, P.T., Tsai, H.H., Lin, J.S.: Digital Watermarking based on Neural Networks for Color Images. Signal Processing 81, 663–671 (2001)
Lu, W., Lu, H., Shen, R.: Color Image Watermarking Based on Neural Networks. In: Yin, F.-L., Wang, J., Guo, C. (eds.) ISNN 2004. LNCS, vol. 3174, pp. 651–656. Springer, Heidelberg (2004)
Fan, Y.C., Mao, W.L., Tsao, H.W.: An Artificial Neural Network-based Scheme for Fragile Watermarking. In: Proc. IEEE Int. Conf. Consumer Electronics, vol. 8, pp. 210–211 (2003)
Kutter, M., Jordan, F., Bossen, F.: Digital Watermarking of Color Image using Amplitude Modulation. J. Electronic Imaging 7, 326–332 (1998)
Chu, W.C.: DCT-based Image Watermarking using Subsampling. IEEE Trans. Multimedia 5, 34–38 (2003)
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© 2005 Springer-Verlag Berlin Heidelberg
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Lu, W., Lu, H., Chung, F. (2005). Subsampling-Based Robust Watermarking Using Neural Network Detector. In: Wang, J., Liao, XF., Yi, Z. (eds) Advances in Neural Networks – ISNN 2005. ISNN 2005. Lecture Notes in Computer Science, vol 3497. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11427445_129
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DOI: https://doi.org/10.1007/11427445_129
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-25913-8
Online ISBN: 978-3-540-32067-8
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