Windowed and distortion-compensated vector modulation for blind audio watermarking in DWT domain
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Abstract
A windowed vector modulation (WVM) scheme incorporable with distortion compensation is proposed to enhance the imperceptibility and robustness of blind audio watermarking in the norm space of discrete wavelet transform (DWT) domain. The merits of WVM are demonstrated through performance comparison among three DWT-based watermarking methods that adaptively modulate the vectors collected from the approximation subband after 2-level DWT decomposition of audio signals. The incorporation of window weighting into modulation formulation can smooth the transitions across adjacent vectors, while the employment of distortion compensation allows the WVM to be executable using larger quantization steps without introducing additional distortion. Experiment results confirm that the perceptual quality is noticeably improved through the windowing process, and the bit error rates of retrieved watermarks are manifestly reduced after integrating WVM with distortion compensation.
Keywords
Blind audio watermarking Windowed vector modulation Distortion compensation Discrete wavelet transform Rational dither modulationNotes
Acknowledgement
This research work was supported by the Ministry of Science and Technology, Taiwan, ROC under Grant MOST 104-2221-E-197-023.
References
- 1.Bassia P, Pitas I, Nikolaidis N (2001) Robust audio watermarking in the time domain. IEEE Trans Multimedia 3(2):232–241CrossRefGoogle Scholar
- 2.Bhat KV, Sengupta I, Das A (2010) An adaptive audio watermarking based on the singular value decomposition in the wavelet domain. Digital Signal Processing 20(6):1547–1558CrossRefGoogle Scholar
- 3.Bhat KV, Sengupta I, Das A (2011) An audio watermarking scheme using singular value decomposition and dither-modulation quantization. Multimed Tools Appl 52(2–3):369–383CrossRefGoogle Scholar
- 4.Chen B, Wornell GW (2001) Quantization index modulation: a class of provably good methods for digital watermarking and information embedding. IEEE Trans Information Theory 47(4):1423–1443MathSciNetCrossRefMATHGoogle Scholar
- 5.Daubechies I (1992) Ten lectures on wavelets. CBMS-NSF regional conference series in applied mathematics, vol 61. Society for Industrial and Applied Mathematics, Philadelphia, PaGoogle Scholar
- 6.He X (2008) Watermarking in audio : key techniques and technologies. Cambria Press, YoungstownGoogle Scholar
- 7.Hu H-T, Chen W-H (2012) A dual cepstrum-based watermarking scheme with self-synchronization. Signal Process 92(4):1109–1116CrossRefGoogle Scholar
- 8.Hu H-T, Hsu L-Y (2015) Robust, transparent and high-capacity audio watermarking in DCT domain. Signal Process 109:226–235CrossRefGoogle Scholar
- 9.Hu H-T, Hsu L-Y (2016) A DWT-based rational dither modulation scheme for effective blind audio watermarking. Circuits Syst Signal Process 35(2):553–572CrossRefGoogle Scholar
- 10.Hu H-T, Chou H-H, Yu C, Hsu L-Y (2014a) Incorporation of perceptually adaptive QIM with singular value decomposition for blind audio watermarking. EURASIP J Adv Signal Process 2014(1):1–12CrossRefGoogle Scholar
- 11.Hu H-T, Hsu L-Y, Chou H-H (2014b) Variable-dimensional vector modulation for perceptual-based DWT blind audio watermarking with adjustable payload capacity. Digital Signal Processing 31:115–123CrossRefGoogle Scholar
- 12.Kabal P (2002) An examination and interpretation of ITU-R BS.1387: Perceptual evaluation of audio quality. TSP Lab Technical Report, Dept Electrical & Computer Engineering, McGill UniversityGoogle Scholar
- 13.Katzenbeisser S, Petitcolas FAP (2000) Information hiding techniques for steganography and digital watermarking / Stefan Katzenbeisser. In: Petitcolas FAP (ed) Artech House computer security series. Artech House, BostonGoogle Scholar
- 14.Lei BY, Soon IY, Li Z (2011) Blind and robust audio watermarking scheme based on SVD–DCT. Signal Process 91(8):1973–1984CrossRefMATHGoogle Scholar
- 15.Lei B, Soon IY, Zhou F, Li Z, Lei H (2012) A robust audio watermarking scheme based on lifting wavelet transform and singular value decomposition. Signal Process 92(9):1985–2001CrossRefGoogle Scholar
- 16.Li X, Yu HH (2000) Transparent and robust audio data hiding in cepstrum domain. In: IEEE Int. Conf. Multimedia and Expo, New York, NY, USA, pp. 397–400Google Scholar
- 17.Li W, Xue X, Lu P (2006) Localized audio watermarking technique robust against time-scale modification. IEEE Trans Multimedia 8(1):60–69CrossRefGoogle Scholar
- 18.Lie W-N, Chang L-C (2006) Robust and high-quality time-domain audio watermarking based on low-frequency amplitude modification. IEEE Trans Multimedia 8(1):46–59CrossRefGoogle Scholar
- 19.Liu SC, Lin SD (2006) BCH code-based robust audio watermarking in cepstrum domain. J Inf Sci Eng 22(3):535–543MathSciNetGoogle Scholar
- 20.Megías D, Serra-Ruiz J, Fallahpour M (2010) Efficient self-synchronised blind audio watermarking system based on time domain and FFT amplitude modification. Signal Process 90(12):3078–3092CrossRefMATHGoogle Scholar
- 21.Moulin P, Koetter R (2005) Data-Hiding Codes. Proc IEEE 93(12):2083–2126Google Scholar
- 22.Tachibana R, Shimizu S, Kobayashi S, Nakamura T (2002) An audio watermarking method using a two-dimensional pseudo-random array. Signal Process 82(10):1455–1469CrossRefMATHGoogle Scholar
- 23.Wang X-Y, Zhao H (2006) A novel synchronization invariant audio watermarking scheme based on DWT and DCT. IEEE Trans Signal Processing 54(12):4835–4840CrossRefMATHGoogle Scholar
- 24.Wang H, Nishimura R, Suzuki Y, Mao L (2008) Fuzzy self-adaptive digital audio watermarking based on time-spread echo hiding. Appl Acoust 69(10):868–874CrossRefGoogle Scholar
- 25.Wang X-Y, Niu P-P, Yang H-Y (2009) A robust digital audio watermarking based on statistics characteristics. Pattern Recogn 42(11):3057–3064CrossRefMATHGoogle Scholar
- 26.Wang X, Wang P, Zhang P, Xu S, Yang H (2013) A norm-space, adaptive, and blind audio watermarking algorithm by discrete wavelet transform. Signal Process 93(4):913–922CrossRefGoogle Scholar
- 27.Wang X, Wang P, Zhang P, Xu S, Yang H (2014) A blind audio watermarking algorithm by logarithmic quantization index modulation. Multimed Tools Appl 71(3):1157–1177CrossRefGoogle Scholar
- 28.Wu S, Huang J, Huang D, Shi YQ (2005) Efficiently self-synchronized audio watermarking for assured audio data transmission. IEEE Trans Broadcasting 51(1):69–76CrossRefGoogle Scholar
- 29.Xiang S (2011) Audio watermarking robust against D/A and A/D conversions. EURASIP J Adv Signal Process 2011(1):1–14CrossRefGoogle Scholar
- 30.Yeo I-K, Kim HJ (2003) Modified patchwork algorithm: a novel audio watermarking scheme. IEEE Trans Speech and Audio Processing 11(4):381–386CrossRefGoogle Scholar