A Prediction-Based Reversible Watermarking for MRI Images
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A Prediction-Based Reversible Watermarking for MRI Images

Authors: Nuha Omran Abokhdair, Azizah Bt Abdul Manaf

Abstract:

Reversible watermarking is a special branch of image watermarking, that is able to recover the original image after extracting the watermark from the image. In this paper, an adaptive prediction-based reversible watermarking scheme is presented, in order to increase the payload capacity of MRI medical images. The scheme divides the image into two parts, Region of Interest (ROI) and Region of Non-Interest (RONI). Two bits are embedded in each embeddable pixel of RONI and one bit is embedded in each embeddable pixel of ROI. The experimental results demonstrate that the proposed scheme is able to achieve high embedding capacity. This is mainly caused by two reasons. First, the pixels that were excluded from data embedding due to overflow/underflow are used for data embedding. Second, large location map that need to be added to watermark data as overhead is eliminated and thus lower data embedding capacity is prevented. Moreover, the scheme provides good visual quality to the watermarked image.

Keywords: Medical image watermarking, reversible watermarking, Difference Expansion, Prediction-Error Expansion.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1336486

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References:


[1] W. Puech, "Image Encryption and Compression for Medical Image Security" presented at the Image Processing Theory, Tools and Applications, Sousse 2008.
[2] N. O. Abokhdair, et al., "Integration of chaotic map and confusion technique for color medical image encryption," in Digital Content, Multimedia Technology and its Applications (IDC), 2010 6th International Conference on, 2010, pp. 20-23.
[3] L. Eugene Y.S, "11 - Data Security and Protection for Medical Images," in Biomedical Information Technology, F. David Dagan, Ed., ed Burlington: Academic Press, 2008, pp. 249-257.
[4] O. M. Al-Qershi and B. E. Khoo, "Authentication and Data Hiding Using a Reversible ROI-based Watermarking Scheme for DICOM Images," presented at the Proceedings of International Conference on Medical Systems Engineering (ICMSE), 2009.
[5] O. M. Al-Qershi and B. E. Khoo, "High capacity data hiding schemes for medical images based on difference expansion," J. Syst. Softw., vol. 84, pp. 105-112, 2011.
[6] O. Al-Qershi and B. Khoo, "Authentication and Data Hiding Using a Hybrid ROI-Based Watermarking Scheme for DICOM Images," Journal of Digital Imaging, vol. 24, pp. 114-125, 2011.
[7] M. K. Kundu and S. Das, "Lossless ROI Medical Image Watermarking Technique with Enhanced Security and High Payload Embedding," presented at the Proceedings of the 2010 20th International Conference on Pattern Recognition, 2010.
[8] L. Kamstra and H. J. A. M. Heijmans, "Reversible data embedding into images using wavelet techniques and sorting," Trans. Img. Proc., vol. 14, pp. 2082-2090, 2005.
[9] S. M. Abdullah, et al., "Capacity and quality improvement in reversible image watermarking approach," in Networked Computing and Advanced Information Management (NCM), 2010 Sixth International Conference on, 2010, pp. 81-85.
[10] J. Tian, "Reversible data embedding using a difference expansion," Circuits and Systems for Video Technology, IEEE Transactions on, vol. 13, pp. 890-896, 2003.
[11] Z. Ni, et al., "Reversible data hiding," Circuits and Systems for Video Technology, IEEE Transactions on, vol. 16, pp. 354-362, 2006.
[12] S. K. Lee, et al., "Reversible Image Authentication Based on Watermarking," in Multimedia and Expo, 2006 IEEE International Conference on, 2006, pp. 1321-1324.
[13] D. M. Thodi and J. J. Rodríguez, "Expansion embedding techniques for reversible watermarking," Image Processing, IEEE Transactions on, vol. 16, pp. 721-730, 2007.
[14] X. Li, et al., "Efficient reversible watermarking based on adaptive prediction-error expansion and pixel selection," IEEE Trans Image Process, 2011.
[15] C. Tan, et al., "Security Protection of DICOM Medical Images Using Dual-Layer Reversible Watermarking with Tamper Detection Capability," Journal of Digital Imaging, vol. 24, pp. 528-540, 2011.
[16] C.-F. Lee, et al., "Embedding capacity raising in reversible data hiding based on prediction of difference expansion," Journal of Systems and Software, vol. 83, pp. 1864-1872, 2010.
[17] Y. Luo, "Reversible image water marking based on prediction-error expansion and compensation," 2011, pp. 1-6.
[18] A. M. Alattar, "Reversible watermark using difference expansion of quads," in Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on, 2004, pp. 77-80.