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A robust and high-efficiency blind watermarking method for color images in the spatial domain

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Abstract

To respond the digital infringement quickly and effectively in the fifth-generation (5G) new environment, a novel spatial-domain watermarking method combining discrete Tchebichef transform (DTT) is proposed in this paper. Based on the energy concentration property of DTT, its direct current (DC) component is calculated directly by image pixels, then is quantified to embed the color watermark in the spatial domain by using the variable quantization steps, and the embedded watermark can be extracted from the DC component in the spatial domain. The contributions and novelty of this paper are summarized as follows: 1) the mechanism combining DTT and spatial domain is analyzed and derived to quickly implement watermark embedding and blind extraction; 2) different quantization steps are used in different channels to improve the watermark imperceptibility; 3) the overflow detection is set up to ensure the accurate and complete extraction of the watermark. The objective performance of the proposed method is shown as follows: 1) the average of peak signal-to-noise ratio (PSNR) is greater than 41 dB; 2) the average of structural similarity index metric (SSIM) is more than 0.97; 3) all normalized cross-correlation (NC) values without attacks remain 1; 4) the average of NC after various attacks is above 0.96; 5) the total execution time is within 0.5 seconds; 6) the maximum embedding payload keeps 0.0625bpp; 7) the key space reaches to 2206. The obtained simulation results manifest that the proposed method provides strong robustness, high real-time performance, and reliable security around the premise of the better imperceptibility and satisfactory embedding payload, which is suitable for fast and efficient copyright protection occasions in 5G environment.

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References

  1. Abraham J, Paul V (2019) An imperceptible spatial domain color image watermarking scheme. J King Saud Univ Comput Inform Sci 31(1):125–133. https://doi.org/10.1016/j.jksuci.2016.12.004

    Article  Google Scholar 

  2. Ahmad A, Sinha GR, Kashyap N (2014) 3-level DWT image watermarking against frequency and geometrical attacks. Int J Comput Netw Inform Secur 6(12):58–63. https://doi.org/10.5815/ijcnis.2014.12.07

    Article  Google Scholar 

  3. Alvarez G, Li S (2006) Some basic cryptographic requirements for chaos-based cryptosystems. Int J Bifurcation Chaos 16(8):2129–2151. https://doi.org/10.1142/S0218127406015970

    Article  MathSciNet  MATH  Google Scholar 

  4. Chen Y, Jia Z, Peng Y, Peng Y, Zhang D (2021) A new structure-preserving quaternion QR decomposition method for color image blind watermarking. Signal Process 185:108088. https://doi.org/10.1016/j.sigpro.2021.108088

    Article  Google Scholar 

  5. Fares K, Amine K, Salah E (2020) A robust blind color image watermarking based on Fourier transform domain. Optik 208:164562. https://doi.org/10.1016/j.ijleo.2020.164562

    Article  Google Scholar 

  6. Golea NEH, Seghir R, Benzid R (2010) A bind RGB color image watermarking based on singular value decomposition. IEEE/ACS International Conference on Computer Systems and Applications (AICCSA):1-5. https://doi.org/10.1109/AICCSA.2010.5586967

  7. Gonzalez RC, Woods RE (2002) Digital image processing. Second ed. India. [dataset]

  8. Kahlessenane F, Khaldi A, Kafi MR, Euschi S (2021) A color value differentiation scheme for blind digital image watermarking. Multimed Tools Appl 80(13):19827–19844. https://doi.org/10.1007/s11042-021-10713-6

    Article  Google Scholar 

  9. Kamili A, Hurrah NN, Parah SA, Bhat GM, Muhammad K (2021) DWFCAT: dual watermarking framework for industrial image authentication and tamper localization. IEEE Trans Industr Inform 17(7):5108–5117. https://doi.org/10.1109/TII.2020.3028612

    Article  Google Scholar 

  10. Kashyap N, Sinha GR (2012) Image watermarking using 2-level DWT. Adv Comput Res 4(1):42–45

    Google Scholar 

  11. Kashyap N, Sinha GR (2012) Image watermarking using 3-level discrete wavelet transform (DWT). Int J Modern Educ Comput Sci 4(3):50–56. https://doi.org/10.5815/ijmecs.2012.03.07

    Article  Google Scholar 

  12. Ko H, Huang C, Horng G, Wang S (2020) Robust and blind image watermarking in DCT domain using inter-block coefficient correlation. Inf Sci 517:128–147. https://doi.org/10.1016/j.ins.2019.11.005

    Article  Google Scholar 

  13. Laishram D, Singh KM (2021) A watermarking scheme for source authentication, ownership identification, tamper detection and restoration for color medical images. Multimed Tools Appl 80(16):23815–23875. https://doi.org/10.1007/s11042-020-10389-4

    Article  Google Scholar 

  14. Li D, Deng L, Gupta BB, Wang H, Choi C (2019) A novel CNN based security guaranteed image watermarking generation scenario for smart city application. Inf Sci 479:432–447. https://doi.org/10.1016/j.ins.2018.02.060

    Article  Google Scholar 

  15. Liu X, Lin C, Yuan S (2018) Blind dual watermarking for color images' authentication and copyright protection. IEEE Trans Circuits Syst Video Technol 28(5):1047–1055. https://doi.org/10.1109/TCSVT.2016.2633878

    Article  Google Scholar 

  16. Liu Y, Liu J, Argyriou A, Ma S, Wang L, Zhen X (2021) 360-degree VR video watermarking based on spherical wavelet transform. ACM Transactions on Multimedia Computing Communications and Applications 17(1):1–23. https://doi.org/10.1145/3425605

    Article  Google Scholar 

  17. Liu D, Su Q, Yuan Z, Zhang X (2021) A fusion-domain color image watermarking based on Haar transform and image correction. Expert Syst Appl 170:114540. https://doi.org/10.1016/j.eswa.2020.114540

    Article  Google Scholar 

  18. May RM (1976) Simple mathematical models with very complicated dynamics. Nature 261:459–467. https://doi.org/10.1038/261459a0

    Article  MATH  Google Scholar 

  19. Noor R, Khan A, Sarfaraz A, Mehmood Z, Cheema AM (2019) Cheema, highly robust hybrid image watermarking approach using Tchebichef transform with secured PCA and CAT encryption. Soft Comput 23(20):9821–9829. https://doi.org/10.1007/s00500-019-03838-2

    Article  Google Scholar 

  20. Pandey P, Kumar S, Singh SK (2014) Rightful ownership through image adaptive DWT-SVD watermarking algorithm and perceptual tweaking. Multimed Tools Appl 72(1):723–748. https://doi.org/10.1007/s11042-013-1375-2

    Article  Google Scholar 

  21. Pandey P, Kumar S, Singh SK (2014) A robust logo watermarking technique in divisive normalization transform domain. Multimed Tools Appl 72(3):2653–2677. https://doi.org/10.1007/s11042-013-1577-7

    Article  Google Scholar 

  22. Pourhashemi SM, Mosleh M, Erfani Y (2020) A novel audio watermarking scheme using ensemble-based watermark detector and discrete wavelet transform. Neural Comput & Applic 33(11):6161–6181. https://doi.org/10.1007/s00521-020-05389-2

    Article  Google Scholar 

  23. Prabha K, Sam IS (2020) An effective robust and imperceptible blind color image watermarking using WHT. J King Saud Univ Comput Inform Sci 10:1319–1578. https://doi.org/10.1016/j.jksuci.2020.04.003

    Article  Google Scholar 

  24. Reyes-Reyes R, Cruz-Ramos C, Ponomaryov V, Garcia-Salgado BP, Molina-Garcia J (2021) Color image self-recovery and tampering detection scheme based on fragile watermarking with high recovery capability. Appl Sci Basel 11(7):3187. https://doi.org/10.3390/app11073187

    Article  Google Scholar 

  25. Sangwine S, Horne R (1998) The colour image processing handbook, vol 29, Berlin

  26. Setyono A, Setiadi D (2020) Robust video watermarking using Tchebichef transform and singular value decomposition on the selected frame-based YCbCr color space. International Journal of Intelligent Engineering and Systems 13(6):432-441. https://doi.org/10.22266/ijies2020.1231.38

  27. Singh AK (2019) Robust and distortion control dual watermarking in LWT domain using DCT and error correction code for color medical image. Multimed Tools Appl 78(21):30523–30533. https://doi.org/10.1007/s11042-018-7115-x

    Article  Google Scholar 

  28. Singh SK, Kumar S, Srivastava M, Chandra A, Srivastava S (2009) Wavelet based robust digital watermarking technique using reverse additive algorithm (RAA). Third UKSim European Symposium on Computer Modeling and Simulation: 241-244. https://doi.org/10.1109/EMS.2009.114

  29. Sinhal R, Jain DK, Ansari IA (2021) Machine learning based blind color image watermarking scheme for copyright protection. Pattern Recogn Lett 145:171–177. https://doi.org/10.1016/j.patrec.2021.02.011

    Article  Google Scholar 

  30. Sivananthamaitrey P, Kumar PR (2021) Performance analysis of meta-heuristics on dual watermarking of color images based on SWT and SVD. Multimed Tools Appl 81:1001–1027. https://doi.org/10.1007/s11042-021-11204-4

    Article  Google Scholar 

  31. Su Q, Niu Y, Wang Q, Sheng G (2013) A blind color image watermarking based on DC component in the spatial domain. Optik 124(23):6255–6260. https://doi.org/10.1016/j.ijleo.2013.05.013

    Article  Google Scholar 

  32. Su Q, Niu Y, Wang G, Jia S, Yue J (2014) Color image blind watermarking scheme based on QR decomposition. Signal Process 94(1):219–235. https://doi.org/10.1016/j.sigpro.2013.06.025

    Article  Google Scholar 

  33. Su Q, Wang G, Zhang X, Lv G, Chen B (2018) A new algorithm of blind color image watermarking based on LU decomposition. Multidim Syst Sign Process 29(3):1055–1074. https://doi.org/10.1007/s11045-017-0487-7

    Article  MathSciNet  MATH  Google Scholar 

  34. Su Q, Zhang X, Wang G (2020) An improved watermarking algorithm for color image using Schur decomposition. Soft Comput 24(1):445–460. https://doi.org/10.1007/s00500-019-03924-5

    Article  Google Scholar 

  35. University of Granada, Computer Vision Group (2002) CVG-UGR Image Database. http://decsai.ugr.es/cvg/dbimagenes/c512.php. Last accessed 2020/12/20

  36. University of Southern California, Signal and Inage Processing Institute (1997) USC-SIPI Image Database. http://sipi.usc.edu/database/. Last accessed 2020/12/20 [Dataset]

  37. Voloshynovskiy S, Pereira S, Pun T, Eggers JJ, Su J (2001) Attacks on digital watermarks: classification, estimation based attacks, and benchmarks. IEEE Commun Mag 39(8):118–126. https://doi.org/10.1109/35.940053

    Article  Google Scholar 

  38. Wan W, Wang J, Li J, Sun J, Zhang H, Liu J (2020) Hybrid JND model-guided watermarking method for screen content images. Multimed Tools Appl 79(7–8):4907–4930. https://doi.org/10.1007/s11042-018-6860-1

    Article  Google Scholar 

  39. Wan W, Wang J, Li J, Meng L, Sun J, Zhang H, Liu J (2020) Pattern complexity-based JND estimation for quantization watermarking. Pattern Recogn Lett 130:157–164. https://doi.org/10.1016/j.patrec.2018.08.009

    Article  Google Scholar 

  40. Wan W, Wang J, Zhang Y, Li J, Yu H, Sun J (2022) A comprehensive survey on robust image watermarking. Neurocomputing 488:226–247. https://doi.org/10.1016/j.neucom.2022.02.083

    Article  Google Scholar 

  41. Wang J, Wan W, Li X, Sun J, Zhang H (2020) Color image watermarking based on orientation diversity and color complexity. Expert Syst Appl 140:112868. https://doi.org/10.1016/j.eswa.2019.112868

    Article  Google Scholar 

  42. Wang X, Li X, Pei Q (2020) Independent embedding domain based two-stage robust reversible watermarking. IEEE Trans Circuits Syst Video Technol 30(8):2406–2417. https://doi.org/10.1109/TCSVT.2019.2915116

    Article  Google Scholar 

  43. Yuan Z, Liu D, Zhang X, Wang H, Su Q (2020) DCT-based color digital image blind watermarking method with variable steps. Multimed Tools Appl 79(41–42):30557–30581. https://doi.org/10.1007/s11042-020-09499-w

    Article  Google Scholar 

  44. Zhang F, Luo T, Jiang G, Yu M, Xu H, Zhou W (2019) A novel robust color image watermarking method using RGB correlations. Multimed Tools Appl 78(14):20133–20155. https://doi.org/10.1007/s11042-019-7326-9

    Article  Google Scholar 

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Acknowledgements

The work was supported by the National Natural Science Foundations of China (No. 61771231, 61772253, 62171209, 61873117, 61872170 and 61803253), the Key Project of Shandong Natural Science Foundation (No. ZR2020KF023), and Natural Science Foundation of Shandong Province (No. ZR2019MF062).

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  1. School of Information and Electrical Engineering, Ludong University, Yantai, 264025, China

    Xueting Zhang, Qingtang Su, Yehan Sun & Siyu Chen

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Zhang, X., Su, Q., Sun, Y. et al. A robust and high-efficiency blind watermarking method for color images in the spatial domain. Multimed Tools Appl 82, 27217–27243 (2023). https://doi.org/10.1007/s11042-023-14479-x

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