Skip to main content
Log in

A dual transform audio watermarking algorithm

  • Published:
Multimedia Tools and Applications Aims and scope Submit manuscript

Abstract

In this paper, a non-blind digital audio watermarking algorithm that satisfies the minimum requirements of optimal audio watermarking set by the International Federation of Photographic Industry (IFPI), is proposed. The algorithm does not degrade perception of audio, offers an SNR value of more than 44 dB, offers around 1387 bps data payload, and it is robust against common audio processing operations such as Gaussian noise addition, MP3 compression, re-quantization, re-sampling, echo, low-pass, high-pass, and band-pass filtering. The IFPI requirements were met by the proposed algorithm as it exploits the attractive properties of two powerful mathematical transforms; the Discrete Wavelet Transform (DWT), and the Singular Value Decomposition (SVD). DWT is applied to achieve robustness as it decomposes the original audio signal in such a way to scatter watermark bits throughout the signal. SVD provides imperceptibility to the proposed algorithm by embedding watermark bits onto the diagonal singular values of the S matrix produced by SVD. The effectiveness of the algorithm is demonstrated by a set of experiments using pop, instrumental, and speech audio scripts.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

References

  1. Abd El-Samie F (2009) An efficient singular value decomposition algorithm for digital audio watermarking. Int J Speech Technol 21:27–45

    Article  Google Scholar 

  2. Acevedo A (2003) Digital watermarking for audio data in techniques and applications of digital watermarking and content protection. Artech House, USA, pp 75–114

    Google Scholar 

  3. Akhaee M, Saberian M, Feizi S, Marvasti F (2009) Robust audio data hiding using correlated quantization with histogram-based detector. IEEE Transact Multimed 11(5):834–842

    Article  Google Scholar 

  4. Al-Haj A, Mohammad A (2010A) Digital audio watermarking based on the discrete wavelets transform and singular value decomposition. European J Sci Res 39(1):6–21

    Google Scholar 

  5. Al-Haj A, Twal C, Mohammad A (2010B) Hybrid DWT-SVD audio watermarking. In: Proceedings of the International Conference on Digital Information Management., pp 525–529

    Google Scholar 

  6. Andrews H, Patterson C (1976) Singular value decomposition (SVD) image coding. IEEE T Commun 42(4):425–432

    Google Scholar 

  7. Arnold M, Wolthusen S, Schmucker M (2003) Techniques and applications of digital watermarking and content protection. Artech House. Zwicker E, Fastl H. Psychoacoustics: Facts and models. Springer-Verlag

  8. Bao P, Ma X (2004) MP3-Resistant music steganography based on dynamic range transform. Proceedings of the International Conference on Intelligent Signal Processing and Communication Systems; 266–271

  9. Basso A, Bergadano F, Cavagnino D, Pomponiu V, Vernone A (2009) A novel block-based watermarking scheme using the SVD transform. Algorithms 2(1):46–75

    Article  Google Scholar 

  10. Bhat KV, Sengupta I, Das A (2010) An adaptive audio watermarking based on the singular value decomposition in the wavelet domain. Digit Signal Process 20:1547–1558

    Article  Google Scholar 

  11. Bhat KV, Sengupta I, Das A (2011a) A new audio watermarking scheme based singular value decomposition and quantization. Circuit Syst Signal Process 30:915–927

    Article  Google Scholar 

  12. Bhat KV, Sengupta I, Das A (2011b) An audio watermarking scheme using singular value decomposition and dither-modulation quantization. Multimed Tools Appl 52:369–383

    Article  Google Scholar 

  13. Chang C, Tsai P, Lin C (2005) SVD-based digital image watermarking scheme. Pattern Recog Lett 26(10):1577–1586

    Article  Google Scholar 

  14. Chang C, Shen W, Wang H (2006) Using counter-propagation neural network for robust digital audio watermarking in DWT domain. IEEE Int Conf Syst Man Cybern 2:1214–1219

    Google Scholar 

  15. Cheng S, Yu H, Xiong Z (2002) Enhanced spread spectrum watermarking of MPEG-2 AAC. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, 3728–3731

  16. Cox I, Kilian J, Leighton T, Shamoon T (1997) Secure spread spectrum watermarking for multimedia. IEEE Transact Image Process 6(12):1673–1687

    Article  Google Scholar 

  17. Cvejic N, Seppanen T (2004) Spread spectrum watermarking using frequency hopping and attack characterization. Signal Process 84(1):207–213

    Article  MATH  Google Scholar 

  18. Dutta M, Pathak V, Gupta P (2010a). An adaptive robust watermarking algorithm for audio signals using SVD. In: Gavrilova M, et al (eds), Transactions on computer science. NLCS 6340: 131–153, Springer-Verlag

  19. Dutta M, Pathak V, Gupta P (2010b) A robust watermarking algorithm for audio signals using SVD. In: Ranka S, et. al. (eds), CCIS 94 (Part I): 84–93, Springer-Verlag

  20. Erelebi E, Bataki L (2009) Audio watermarking scheme based on embedding strategy in low frequency components with a binary image. Digi Signal Process 19(2):265–277

    Article  Google Scholar 

  21. Fallahpour M, Megias D (2011) High capacity audio watermarking using the high frequency band of the wavelet domain. Multimedia Tools and Applications 52:485–498

    Article  Google Scholar 

  22. Fallahpour M, Perez-Megias D (2009) High capacity audio watermarking using FFT amplitude interpolation. IEICE Electron Express 6(14):1057–1063

    Article  Google Scholar 

  23. Fan M, Wang H (2009) Chaos-based discrete fractional Sine transform domain audio watermarking scheme. Comput Electr Eng 35(3):506–516

    Article  MATH  MathSciNet  Google Scholar 

  24. Grody J, Brutun L (2000) Performance evaluation of digital audio watermarking algorithms. The 43rd IEEE Midwest Symposium on Circuits and Systems, 456–459

  25. Hsieh M, Tseng D, Huang Y (2001) Hiding digital watermarks using multiresolution wavelet transform. IEEE Transact Indus Electron 48(5):875–882

    Article  Google Scholar 

  26. Kalantari N, Akhaee M, Ahadi S, Feizi S, Amindavar H (2009) Robust multiplicative patchwork method for audio watermarking. IEEE Trans Audio Speech Lang Process 17(6):1133–1141

    Article  Google Scholar 

  27. Kardamis J (2007) Audio watermarking techniques using singular value decomposition. Unpublished master dissertation, Rochester Institute of Technology, New York

  28. Katzenbeisser S, Petitcloas F (2000) Information hiding techniques for steganography and digital watermarking. Artech House, USA

    Google Scholar 

  29. Kim H, Choi Y (2003) A novel echo-hiding scheme with backward and forward kernels. IEEE Trans Circ Syst Video Technol 13(8):885–889

    Article  Google Scholar 

  30. Kirovski D, Malvar H (2003) Spread spectrum watermarking of audio signals. IEEE Trans Signal Process 51(4):1020–1033

    Article  MathSciNet  Google Scholar 

  31. Ko B-S, Nishimura R, Suzuki Y (2005). Time-spread echo method for digital audio watermarking. IEEE Transactions on Multimedia 7(2):212–221

    Google Scholar 

  32. Lalitha N et al (2011) Improved audio watermarking using DWT-SVD. Int Journal Sci Eng Res 2(6):1–7

    Google Scholar 

  33. Lerch A (2002) Zplane development, EAQUAL—Evaluate Audio QUALity, version:0.1.3alpha. http://www.mp3-tech.org/programmer/misc.html

  34. Li X, Yu H (2000) Transparent and robust audio data hiding in sub-band domain. Proceedings of the International Conference on Information Technology: Coding and Computing, 74–79

  35. Li X, Zhang M, Sun L (2003) Adaptive audio watermarking algorithm based on SNR in wavelet domain. International Conference on Natural Language Processing and Knowledge Engineering, 287–292

  36. Liu R, Tan T (2002) An SVD-based watermarking scheme for protecting rightful ownership. IEEE Transact Multimed 4(1):121–128

    Article  Google Scholar 

  37. Malik H, Ansari R, Khokhar A (2008) Robust audio watermarking using frequency-selective spread spectrum. IET Info Secur 2(4):129–150

    Article  Google Scholar 

  38. Mohammad A, Al-Haj A, Shaltaf S (2008) An improved SVD-based watermarking scheme for protecting rightful ownership. Signal Process J 88(9):2158–2180

    Article  MATH  Google Scholar 

  39. Neubauer C, Herre J (2000) Audio watermarking of MPEG-2 AAC bit streams. Proceedings of the Audio Engineering Society Convention

  40. Ozer H, Sankur B, Memon N (2005) An SVD-based audio watermarking technique. ACM workshop on Multimedia and Security, 51–56

  41. Peng H, Wang J, Zhang Z (2011) Audio watermarking scheme robust against desynchronization attacks based on kernel clustering. Multimed Tool Appl 3:1–14

    Google Scholar 

  42. Sehirli M, Gurgen F, Ikizoglu S (2004) Performance evaluation of digital audio watermarking techniques designed in time, frequency and cepstrum domains. International Conference on Advances in Information Systems, 430–440

  43. Strang G, Nguyen T (1996) Wavelets and filter banks. Wellesley-Cambridge, Wellesley

    MATH  Google Scholar 

  44. Swanson M, Zhu B, Tewfic A, Boney L (1998) Robust audio watermarking using perceptual masking. Signal Process 66(3):337–355

    Article  MATH  Google Scholar 

  45. Thielde T et al (2000) PEAQ—The ITU standard for objective measurement of perceived audio quality. J Audio Eng 48(1/2/3):3–29

    Google Scholar 

  46. Vongpraphip S, Ketcham M (2009) An intelligence audio watermarking based on DWT- SVD using ATS, Global Congress on Intelligent Systems, 150–154

  47. Wang X, Zhao H (2006) A novel synchronization invariant audio watermarking scheme based on DWT and DCT. IEEE Trans Signal Process 54(12):4835–4840

    Article  Google Scholar 

  48. Wei L, Xue X (2003) An audio watermarking technique that is robust against random cropping. Comput Music J 27(4):58–68

    Article  Google Scholar 

  49. Wu Y, Shimamoto S (2006) A study on DWT-based digital audio watermarking for mobile ad hoc networks. International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing

  50. Wu C, Su P, Kuo J (2000) Robust and efficient digital audio watermarking using audio content analysis. Proceedings of the SPIE12th International Symposium on Electronic Imaging, CA. Vol. 3971, 382–392

  51. Wu S, Huang J, Huang D, Shi Y (2005) Efficiently self-synchronized audio watermarking for assured audio data transmission. IEEE Trans Broadcast 51(1):69–76

    Article  Google Scholar 

  52. Xiang S (2011) Audio watermarking robust against D/A and A/D conversions. EURASIP J Advance Signal Process 3:1–14

    Google Scholar 

  53. Xu C, Wu J, Sun Q, Xin K (1999) Applications of watermarking technology in audio signals. J Audio Eng Soc 47(10)

  54. Yeo I, Kim H (2003) Modified patchwork algorithm: a novel audio watermarking scheme. IEEE Transact Speech Audio Process 11(4):381–386

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ali Al-Haj.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Al-Haj, A. A dual transform audio watermarking algorithm. Multimed Tools Appl 73, 1897–1912 (2014). https://doi.org/10.1007/s11042-013-1645-z

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11042-013-1645-z

Keywords

Navigation