Abstract
Security and privacy have been continuously compromised in the modern multimedia network by various signal processing attacks. As a result, digital data owners are losing copyright protection, data security, and content authentication. A secure and robust digital watermarking scheme must protect digital works from the copyright and neutralize and counteract these potential threats. However, the existing audio watermarked strategies based on discrete wavelet transform face robustness issues relating to external attacks, and the embedding of unencrypted watermarks (text, image, and voice) easily violates security. Besides, these schemes failed to achieve a balance between the conflicting watermarking parameters, embedding capacity, and imperceptibility. As a solution, a robust dual-domain twofold encrypted image-in-audio watermarking scheme is proposed that initially exploits the binary image through Arnold encryption and Bose–Chaudhuri–Hocquenghem codes. Thus, it improves the watermark image's security, and intruders can’t extract the watermark information directly. Prior to watermark embedding, both the encrypted image and the host audio signal are decomposed by dual-tree complex wavelet transforms , short-time Fourier transform, and singular value decomposition. It gives back two matrices, one for the encrypted image and the other for the host audio signal. The singular values of the matrices are used for embedding purposes. These threefold transformations improve capacity, imperceptibility, and complimentary level robustness against various digital signal processing attacks. The proposed system is evaluated experimentally based on improved security, robustness, embedding capacity, and imperceptibly compared to existing audio watermarking approaches.
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Data Availability
The datasets generated or analyzed during the current study are not publicly available because they are the subject of ongoing research but are available from the first author upon reasonable request.
References
A. Al-Haj, An imperceptible and robust audio watermarking algorithm. EURASIP J. Audio Speech Music Process. 1, 37 (2014)
A.T. Abbasi, N. Naqvi, A. Khan, B. Ahmad, Urdu text steganography. Util. Isolat. Lett. 8, 37–46 (2015)
V. Bhat, I. Sengupta, A. Das, An audio watermarking scheme using singular value decomposition (SVD) and dither-modulation quantization. Multimed. Tools Appl. 52(2–3), 369–383 (2011)
V. Bhat, I. Sengupta, A. Das, An adaptive audio watermarking based on the singular value decomposition in the wavelet domain. Digital Signal Process. 20(6), 1547–1558 (2010)
K.V. Bhat, I. Sengupta, A. Das, A new audio watermarking scheme based on singular value decomposition (SVD) and quantization. Circ. Syst. Signal Process. 30, 915–927 (2011)
G. Bhatnagar, B. Raman, A new robust reference watermarking scheme based on DWT-SVD. Comput. Stand. Interfaces 31(5), 1002–1013 (2009)
B. Chen, G.W. Wornell, quantization index modulation a class of provably good methods for digital watermarking and information embedding. IEEE Trans. Inf. Theory 47(4), 1423–1443 (2001)
O. Chen, W. Wu, highly robust, secure, and perceptual-quality echo hiding scheme. IEEE Trans. Speech Audio Process. 16(3), 629–638 (2008)
A.K. Chowdhury, A. Kumar, M.I. Han, A tutorial for audio watermarking in the cepstrum domain. SmartCR 3(5), 323–335 (2013)
J.C. Dagadu, J. Li, E.O. Aboagye, X. Ge, Chaotic medical image encryption based on arnold transformation and pseudo-randomly enhanced logistic map. Structure. 4, 9 (2017)
J.J. Garcia-Hernandez, J.J. Gomez-Ricardez, Hardware architecture for an audio fingerprinting system. Comput. Electr. Eng. 74, 210–222 (2019)
M. Gonzalez-Lee et al., Exploring the Cross-correlation as a means for detecting digital watermarks and its reformulation into the fractional calculus framework. IEEE Access. 6, 71699–71718 (2018)
M.I. Hossain, M.S. Islam, M.T. Khatun, R. Ullah, A. Masood, Z. Ye, Dual-transform source separation using sparse non-negative matrix factorization. Circuits Syst. Signal Process. 1, 23 (2020)
G. Hua, J. Huang, Y.Q. Shi, J. Goh, V.L. Thing, Twenty years of digital audio watermarking—a comprehensive review. Signal Process. 128, 222–242 (2016)
H.T. Hu, J.R. Chang, S.J. Lin, Synchronous blind audio watermarking via shape configuration of sorted LWT coefficient magnitudes. Signal Process. 147, 190–202 (2018)
H.-T. Hu, T.-T. Lee, Hybrid blind audio watermarking for proprietary protection, tamper proofing, and self-recovery. IEEE Access 7, 180395–180408 (2019)
H.T. Hu, L.Y. Hsu, Robust transparent and high capacity audio watermarking in DCT domain. Signal Process. 109, 226–235 (2015)
M.S. Islam, T.H. AlMahmud, W.U. Khan, Z. Ye, Supervised single-channel speech enhancement based on stationary wavelet transforms and non-negative matrix factorization with concatenated framing process and subband smooth ratio mask. J. Signal Process. Syst. 92(6), 445–458 (2020)
M.S. Islam, T.H. Al Mahmud, W.U. Khan, Z. Ye, Supervised single-channel speech enhancement based on dual-tree complex wavelet transforms and nonnegative matrix factorization using the joint learning process and subband smooth ratio mask. Electronics 3, 353 (2019)
M.S. Islam, Z. Yuanyuan, H.M. Imran, U. Rizwan, Z. Ye, Supervised single channel dual domains speech enhancement using sparse non-negative matrix factorization. Digital Signal Process. 100, 102697 (2020)
R. Jain, M.C. Trivedi, S. Tiwari, Digital audio watermarking: a survey. Adv. Comput. Comput. Sci. 554, 433–443 (2018)
S. Jose, R.C. Roy, S. Nambiar, Robust image watermarking based on DCT-DWT-SVD method. Int. J. Comput. Appl. 58, 21 (2012)
A. Joseph, K. Anusudha, Robust watermarking based on DWT SVD. Int. J. Signal Image Process. 11, 1–5 (2013)
A. Kanhe, A. Gnanasekaran, Robust image-in-audio watermarking technique based on DCT-SVD transforms. EURASIP J. Audio Speech Music Process. 1, 16 (2018)
H. Karajeh, M. Maqableh, An imperceptible, robust, and high payload capacity audio watermarking scheme based on the DCT transformation and Schur decomposition. Analog Integr. Circ. Sig. Process 99(3), 571–583 (2019)
C.V. Kumar, V. Natarajan, K. Nirmala, T. Balasubramanian, K.R. Rao, S. Krishnan, Encrypted separable reversible watermarking with authentication and error correction. Multimed. Tools Appl. 78(6), 7005–7027 (2019)
J.F. Li, H.X. Wang, T. Wu, X.M. Sun, Q. Qian, Norm ratio-based audio watermarking scheme in DWT domain. Multimed. Tools Appl. 77, 14481–14497 (2018)
H. Liu, B. Zhao, L. Huang, Quantum image encryption scheme using Arnold transform and S-box scrambling. Entropy 21, 4–343 (2019)
J.E. Lavín-Delgado, J.E. Solís-Pérez, J.F. Gómez-Aguilar et al., A new fractional-order mask for image edge detection based on caputo-fabrizio fractional-order derivative without singular kernel. Circuits Syst. Signal Process. 39, 1419–1448 (2019)
I. Natgunanathan, Y. Xiang, G. Hua, G. Beliakov, J. Yearwood, Patchwork-based multi-layer audio watermarking. IEEE Trans. Audio Speech Lang. Process. 25, 2176–2187 (2017)
H. Noda, M. Niimi, E. Kawaguchi, High-performance JPEG steganography using quantization index modulation in DCT domain. Pattern Recogn. Lett. 27(5), 455–461 (2006)
N. Nuzhat, A.T. Abbasi, R. Hussain, M.A. Khan, B. Ahmad, Multilayer partially homomorphic encryption text steganography (MLPHE-TS): a zero steganography approach. Wirel. Pers. Commun. 103(2), 1563–1585 (2018)
H. Ozer, B. Sankur, N. Memon, An SVD-based audio watermarking technique. in ACM Workshop on Multimedia and Security, p. 51–56 (2005)
S.M. Pour Hashemi, M. Mosleh, Y. Erfani, Audio watermarking based on synergy between lucas regular sequence and fast Fourier transform. Multimed. Tools Appl. 78, 1–26 (2019)
I.W. Selenick, R.G. Baraniuk, N.G. Kingsbury, The dual-tree complex wavelet transforms. IEEE Signal Process. Mag. 22, 123–151 (2005)
A.K. Singh, Robust and distortion control dual watermarking in LWT domain using DCT and error correction code for color medical image. Multimed. Tools Appl. 78, 1–11 (2019)
A.K. Singh, M. Dave, A. Mohan, Hybrid technique for robust and imperceptible image watermarking in DWT–DCT–SVD domain. Natl. Acad. Sci. Lett. 37(4), 351–358 (2014)
Q. Wu, M. Wu, Adaptive and blind audio watermarking algorithm based on chaotic encryption in hybrid domain. Symmetry 10, 7–284 (2018)
Q. Wu, M. Wu, A novel robust audio watermarking algorithm by modifying the average amplitude in transform domain. Appl. Sci. 8, 5–723 (2018)
Q.L. Wu, M. Wu, Novel audio information hiding algorithm based on wavelet transform. J. Electron. Inf. Technol. 38, 834–840 (2016)
X. Wang, H. Zhao, A novel synchronization invariant audio watermarking scheme based on DWT and DCT. IEEE Trans. Signal Process. 54(12), 4835–4840 (2006)
Y. Xiang, I. Natgunanathan, Y. Rong, S. Guo, Spread spectrum-based high embedding capacity watermarking method for audio signals. IEEE/ACM Trans. Audio Speech Lang. Process. 23(12), 2228–2237 (2015)
L. Zhang, D. Wei, Dual DCT-DWT-SVD digital watermarking algorithm based on particle swarm optimization. Multimed. Tools Appl. 78(19), 28003–28023 (2019)
L. Zhang, Z. Huang, X. Cao, A digital audio watermarking algorithm based on block encoding. in Proceedings of International Conference on Wireless Communications and Signal Processing, p. 1–5 (2011)
Acknowledgments
This work is supported by the National Natural Science Foundation of China (No. 61671418) and the Advanced Research Fund of the University of Science and Technology of China.
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Islam, M.S., Naqvi, N., Abbasi, A.T. et al. Robust Dual Domain Twofold Encrypted Image-in-Audio Watermarking Based on SVD. Circuits Syst Signal Process 40, 4651–4685 (2021). https://doi.org/10.1007/s00034-021-01690-0
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DOI: https://doi.org/10.1007/s00034-021-01690-0