Abstract
With the emergence of new scalable coding standards, such as JPEG2000, multimedia is stored as scalable coded bit streams that may be adapted to cater network, device and usage preferences in multimedia usage chains providing universal multimedia access. These adaptations include quality, resolution, frame rate and region of interest scalability and achieved by discarding least significant parts of the bit stream according to the scalability criteria. Such content adaptations may also affect the content protection data, such as watermarks, hidden in the original content. Many wavelet-based robust watermarking techniques robust to such JPEG2000 compression attacks are proposed in the literature. In this paper, we have categorized and evaluated the robustness of such wavelet-based image watermarking techniques against JPEG2000 compression, in terms of algorithmic choices, wavelet kernel selection, subband selection, or watermark selection using a new modular framework. As most of the algorithms use a different set of parametric combination, this analysis is particularly useful to understand the effect of various parameters on the robustness under a common platform and helpful to design any such new algorithm. The analysis also considers the imperceptibility performance of the watermark embedding, as robustness and imperceptibility are two main watermarking properties, complementary to each other.
Similar content being viewed by others
References
Taubman, D.S., Marcellin, M.W.: JPEG2000 Image compression fundamentals, standards and practice. Springer, USA (2002)
Schwarz, H., Marpe, D., Wiegand, T.: Overview of the scalable video coding extension of the H.264/AVC standard. IEEE Trans. Circ. and Syst. for Video Tech 17(9), 1103–1120 (2007)
Kandadai, S., Creusere, C.D.: Scalable audio compression at low bitrates. IEEE Trans. Audio, Speech, and Lang Process 16(5), 969–979 (2008)
Burnett, I., de Walle, R.V., Hill, K., Bormans, J., Pereira, F.: MPEG-21: goals and achievements. IEEE Multimed 10(4), 60–70 (2003)
Vetro, A.: MPEG-21 digital item adaptation: enabling universal multimedia access. IEEE Multimed. 11(1), 84–87 (2004)
Xie, L., Arce, G.R.: Joint wavelet compression and authentication watermarking. In: Proceedings of the IEEE ICIP, vol. 2, pp. 427–431 (1998)
Huo, F., Gao, X.: A wavelet based image watermarking scheme. In: Proceedings of the IEEE ICIP, pp. 2573–2576 (2006)
Tao, H., Liu, J., Tian, J.: Digital watermarking technique based on integer Harr transforms and visual properties. In Proceedings of the SPIE image compression and encryption tech, vol. 4551-1, pp. 239–244 (2001)
Xia, X., Boncelet, C.G., Arce, G.R.: Wavelet transform based watermark for digital images. Optic. Express 3(12), 497–511 (1998)
Al-Hudhud, G.: Adaptation of HVS sensitivity for perceptual modelling of wavelet-based Image Compression. In: Proceedings of the second international conference in visualisation, pp. 196–200 (2009)
Feng, X.C., Yang, Y.: A new watermarking method based on DWT. In Proceedings of the international conference on Computational Intelligence and Security, Lect. Notes in Comp. Sci. (LNCS), vol. 3802, pp. 1122–1126 (2005)
Gong Q., Shen H.: Toward blind logo watermarking in JPEG-compressed images. In Proceedings of the international conference on parallel and distributed comp., Appl. and Tech., (PDCAT), pp. 1058–1062 (2005)
Barni, M., Bartolini, F., Piva, A.: Improved wavelet-based watermarking through pixel-wise masking. IEEE Trans. Image Process. 10(5), 783–791 (2001)
Kundur, D., Hatzinakos, D.: Toward robust logo watermarking using multiresolution image fusion principles. IEEE Trans. Multimed. 6(1), 185–198 (2004)
Bhatnagar, G., Wuand, Q.M.J., Raman, B.: Robust gray-scale logo watermarking in wavelet domain. Comput. Electr. Eng. 38(5), 1164–1176 (2012)
Soheili, M.R.: Blind wavelet based logo watermarking resisting to cropping. In: Proceedings of the 20th international conference on pattern recognition, pp. 1449–1452 (2010)
Kundur, D., Hatzinakos, D.: Digital watermarking using multiresolution wavelet decomposition. In: Proceedings of the IEEE ICASSP, vol. 5, pp. 2969–2972 (1998)
Campisi, P., Neri, A., Visconti, M.: Wavelet-based method for high-frequency subband watermark embedding. In: Proceedings of the SPIE multimedia sys. and appl. III, vol. 4209, pp. 344–353 (2001)
Jin, C., Peng, J.: A robust wavelet-based blind digital watermarking algorithm. Inf.Technol. J. 5(2), 358–363 (2006)
Meerwald, P, Uhl, A.: A survey of wavelet-domain watermarking algorithms. In: Proceedings of the SPIE security and watermarking of multimedia contents III, vol. 4314, pp. 505–516 (2001)
Yang, C.-Y., Hwang, W.-Y., Cheng, Y.-F.: IWT-based watermarking by adaptive bit-labeling scheme. In: Proceedings of the International conference on uintelligent information hiding and multimedia signal processing, pp. 1165–1168 (2008)
Zhang, Z., Mo, Y.L.: Embedding strategy of image watermarking in wavelet transform domain. In: Proceedings of the SPIE Image compression and encryption tech, vol. 4551-1, pp. 127–131 (2001)
Kim, J.R., Moon, Y.S.: A robust wavelet-based digital watermarking using level-adaptive thresholding. In: Proceedings of the IEEE ICIP, vol. 2, pp. 226–230 (1999)
Marusic, S., Tay, D.B.H., Deng, G., Marimuthu, P.: A study of biorthogonal wavelets in digital watermarking. In: Proceedings of the IEEE ICIP, vol. 3, pp. II–463–6 (2003)
Chen, T.-S., Chen, J., Chen, J.-G.: A simple and efficient watermarking technique based on JPEG2000 codec. In: Proceedings of the Intetnational Symp. on multimedia software Eng, pp. 80–87 (2003)
Meerwald, P.: Quantization watermarking in the JPEG2000 coding pipeline. In: Proceedings of the International on Comms. and Multimedia Security, pp. 69–79 (2001)
Sun, Q., Chang, S.: A secure and robust digital signature scheme for JPEG2000 image authentication. IEEE Trans. Multimed.7(3), 480–494 (2005)
Dufaux, F., Wee, S.J., Apostolopoulos, J.G., Ebrahimi, T.: JPSEC for secure imaging in JPEG2000. In: Proceedings of the SPIE Appl. of digital image processing XXVII 5558-1:319–330 (2004)
Chunhua, L., Li, F.: Adaptive image watermarking algorithm based on biorthogonal wavelet transform. In: Proc Int’l Conf. on E-Business and E-Government (ICEE), pp. 1–4 (2011)
Grosbois, R., Gerbelot, P., Ebrahimi, T.: Authentication and access control in the JPEG2000 compressed domain. In: Proceedings of the SPIE Appl. of Digital Image Processing XXIV, vol. 4472-1, pp. 95–104 (2001)
Seo, Y.-S., Kim, M.-S., Park, H.-J., Jung, H.-Y., Chung, H.-Y., Huh, Y., Lee, J.-D.: A secure watermarking for JPEG2000. In: Proceedings of the IEEE ICIP, vol. 2, pp. 530–533 (2001)
Suhail, M.A., Obaidat, M.S., Ipson, S.S., Sadoun, B.: A comparative study of digital watermarking in JPEG and JPEG2000 environments. Inf. Sci. 151, 93–105 (2003)
Bhowmik, D., Abhayaratne, C.: Morphological wavelet domain image watermarking. In: Proceedings of the European signal processing conference (EUSIPCO), pp. 2539–2543 (2007)
Abhayaratne, C., Bhowmik, D.: Scalable watermark extraction for real-time authentication of JPEG2000 images. J. Real-Time Image. Process. 6(4), 19 (2011)
Sprljan, N., Mrak, M., Abhayaratne, G.C.K., Izquierdo, E.: A scalable coding framework for efficient video adaptation. In: Proceedings of the International Workshop on image analysis for multimedia interactive services (WIAMIS) (2005)
Bhowmik, D., Abhayaratne, C.: A generalised model for distortion performance analysis of wavelet based watermarking. In: Proceedings of the International Workshop on digital watermarking (IWDW ’08), Lect. Notes in Comp. Sci. (LNCS), vol. 5450, pp. 363–378 (2008)
Bhowmik, D., Abhayaratne, C.: Embedding distortion modeling for non-orthonormal wavelet based watermarking schemes. In: Proceedings of the SPIE Wavelet App. in industrial processing VI, vol. 7248, pp. 72480K (2009)
Daubechies, I., Sweldens, W.: Factoring wavelet transforms into lifting steps. J. Fourier Anal. Appl. 4(3), 245–267 (1998)
Abhayaratne, G.C.K., Heijmans, H.: A novel morphological subband decomposition scheme for 2D+t wavelet video coding. In: Proceedings of the International Symp on image and signal pocessing and analysis, vol. 1, pp. 239–244 (2003)
Hampson, F.J., Pesquet, J.-C.: A nonlinear subband decomposition with perfect reconstruction. In: Proceedings of the IEEE ICASSP, vol. 3, pp. 1523–1526 (1996)
Heijmans, H., Goutsias, J.: Nonlinear multiresolution signal decomposition schemes: Part II: morphological wavelets. IEEE Trans. Image Process.9(11), 1897–1913 (2000)
Jegou, H., Douze, M., Schmid, C.: Hamming embedding and weak geometric consistency for large scale image search. In: Proceedings of the 10th European Conference on Computer Vision: Part I (ECCV’08), pp. 304–317. Springer, Berlin (2008)
Bhowmik, D., Abhayaratne, C.: The effect of quality scalable image compression on robust watermarking. In: Proceedings of the international workshop on digital signal processing, pp. 1–8 (2009)
Acknowledgments
The sponsorship of the UK Engineering and Physical Sciences Research Council (EPSRC) by an EPSRC-BP (British Petroleum) Dorothy Hodgkin Postgraduate Award (DHPA) for this work is acknowledged.
Author information
Authors and Affiliations
Corresponding author
Additional information
During this work, Dr. Bhowmik was with The University of Sheffield, Sheffield, United Kingdom.
Rights and permissions
About this article
Cite this article
Bhowmik, D., Abhayaratne, C. On robustness against JPEG2000: a performance evaluation of wavelet-based watermarking techniques. Multimedia Systems 20, 239–252 (2014). https://doi.org/10.1007/s00530-013-0334-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00530-013-0334-0