Abstract
An audio watermarking scheme with neural network is presented in this paper. The hiding watermark, which is the combination of the chaotic sequence and the watermark sequence related to original watermark image, is embedded into the DCT coefficients of the original audio signal. Meanwhile, to improve the ability of de-synchronization attack, the synchronous code is embedded into the original audio signal in the time domain. To extract the watermark sequence, first we select DCT coefficients corresponding to the pseudorandom sequence as the training sample, which can be used to train the neural network. Then the DCT coefficients relating to the watermark sequence is taken as the validation sample. Experimental results show that the proposed method has good robustness under general signal manipulations.
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References
Gerzon, M.A., Graven, P.G.: A High-Rate Buried-Data Channel for Audio CD. Journal of the Audio Engineering Society 43, 3–22 (1995)
Kim, H.J., Choi, Y.H.: A Novel Echo-Hiding Scheme with Backward and Forward Kernels. IEEE Trans. on Circuits and Systems for Video Technology 13, 885–889 (2003)
Ko, B.S., Nishimura, R., Suzuki, Y.: Log-scaling Watermark Detection in Digital Audio Watermarking. In: IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2004), vol. 3, pp. III-81–84 (2004)
Malik, H., Khokhar, S., Rashid, A.: Robust Audio Watermarking Using Frequency Selective Spread Spectrum Theory. In: IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2004), vol. 5, pp. V-385–388 (2004)
Yeo, I.K., Kim, H.J.: Modified Patchwork Algorithm: A Novel Audio Watermarking Scheme. IEEE Transactions on Speech and Audio Processing 11, 381–386 (2003)
Wu, S.Q., Huang, J.W., Huang, D.R., Shi, Y.Q.: Self-synchronized Audio Watermark in DWT Domain. In: Proceedings of the 2004 International Symposium on Circuits and Systems (ISCAS 2004), vol. 5, pp. V-712–715 (2004)
Lee, S.K., Ho, Y.S.: Digital Audio Watermarking in the Cepstrum Domain. IEEE Trans. On Consumer Electronics 46, 744–750 (2000)
Yang, H.J., Patra, J.C., Chan, C.W.: An Artificial Neural Network-Based on Scheme For Robust Watermarking of Audio Signals. In: Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2002), vol. 1, pp. I-1029–1032 (2002)
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© 2005 Springer-Verlag Berlin Heidelberg
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Wang, C., Ma, X., Cong, X., Yin, F. (2005). An Audio Watermarking Scheme with Neural Network. 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_128
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DOI: https://doi.org/10.1007/11427445_128
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-25913-8
Online ISBN: 978-3-540-32067-8
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