A robust and imperceptible watermarking method for 3D DIBR images

被引:2
作者
Etoom, Wala [1 ]
Al-Haj, Ali [1 ]
机构
[1] Princess Sumaya Univ Technol, King Abdullah II Sch Engn, Dept Comp Engn, POB 1438, Amman 11941, Jordan
关键词
Depth-Image-Based Rendering; Integer Wavelet Transform using Lifting Scheme; Singular Value Decomposition; Robustness; Imperceptibility; Blind Watermarking;
D O I
10.1007/s11042-022-12553-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A well-known representation method for 3D images is the Depth-Image-Based-Rendering method (DIBR). It operates on a monoscopic center view and an associated per-pixel depth map image to generate two virtual views; a left-eye view and a right-eye view. During transmission, the three views can be illegally copied and manipulated, and thus providing copyright protection for the different DIBR views is deemed necessary. In this paper, we propose a 3D DIBR image watermarking method that fulfills the robustness and imperceptibility requirements of effective watermarking. The robustness requirement is fulfilled since the proposed algorithm utilizes the properties of the Integer Wavelet Transform using Lifting Scheme (IWTLS) and the Singular Value Decomposition (SVD). The IWTLS-SVD hybrid transform provides the shift invariance property which gives robustness against the translation caused the rendering operation of the DIBR process. Moreover, the Speed Up Robust Features (SURF) technique is used to provide robustness to geometrical attacks. At the sending end, the stereoscopic center image is decomposed into multiple frequency sub-bands by the IWTLS transform, after which selected sub-bands go through SVD transformation. At the receiving end, the watermark bits are blindly extracted from the three DIBR views: the monoscopic center image, the left-eye view, and the right-eye view. Performance evaluation results show that the proposed method is imperceptible, and robust against signal processing operations such as additive noise, JPEG compression, affine transformation, median filtering, re-scaling, rotation, and cropping. Imperceptibility is demonstrated by the relatively high average PSNR and SSIM values: 46.712 and 0.998, respectively, and robustness by the low average bit error rates (BER) values ranging from 0% to 0.4%, for most signal processing and geometrical attacks.
引用
收藏
页码:28165 / 28182
页数:18
相关论文
共 38 条
  • [1] Transform-based watermarking of 3D depth-image-based-rendering images
    Al-Haj, Ali
    Farfoura, Mahmoud E.
    Mohammad, Ahmad
    [J]. MEASUREMENT, 2017, 95 : 405 - 417
  • [2] Scene representation technologies for 3DTV -: A survey
    Alatan, A. Aydin
    Yemez, Yuecel
    Gueduekbay, Ugur
    Zabulis, Xenophon
    Mueller, Karsten
    Erdem, Cigdem Eroglu
    Weigel, Christian
    Smolic, Aljoscha
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (11) : 1587 - 1605
  • [3] SINGULAR VALUE DECOMPOSITION (SVD) IMAGE-CODING
    ANDREWS, HC
    PATTERSON, CL
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1976, 24 (04) : 425 - 432
  • [4] [Anonymous], 2011, Pattern Recognition, Machine Intelligence and Biometrics, DOI DOI 10.1007/978-3-642-22407-212
  • [5] [Anonymous], 2015, 2 INT C COMPUTER SCI
  • [6] [Anonymous], 2016, International Journal of Hybrid Information Technology, DOI DOI 10.14257/IJHIT.2016.9.5.12
  • [7] [Anonymous], 2012, INT J ENG RES TECHNO
  • [8] An Overview of Digital Video Watermarking
    Asikuzzaman, Md.
    Pickering, Mark R.
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2018, 28 (09) : 2131 - 2153
  • [9] A database and evaluation methodology for optical flow
    Baker, Simon
    Scharstein, Daniel
    Lewis, J. P.
    Roth, Stefan
    Black, Michael J.
    Szeliski, Richard
    [J]. 2007 IEEE 11TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1-6, 2007, : 588 - 595
  • [10] An Efficient Algorithm for Daubechies Lifting Wavelets Using Algebraic Integers
    Balakrishnan, Pranav
    Hasan, Mehedi
    Wahid, Khan A.
    [J]. CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING-REVUE CANADIENNE DE GENIE ELECTRIQUE ET INFORMATIQUE, 2014, 37 (03): : 127 - 134