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A novel hybrid DCT and DWT based robust watermarking algorithm for color images

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Abstract

In this paper, a novel robust color image watermarking method based on Discrete Cosine Transform (DCT) and Discrete Wavelet Transform (DWT) is proposed. In this method, RGB cover image is divided into red, green and blue components. DCT and DWT are applied to each color components. Grayscale watermark image is scrambled by using Arnold transform. DCT is performed to the scrambled watermark image. Transformed watermark image is then divided into equal smaller parts. DCT coefficients of each watermark parts are embedded into four DWT bands of the color components of the cover image. The robustness of the proposed color image watermarking has been demonstrated by applying various image processing operations such as rotating, resizing, filtering, jpeg compression, and noise adding to the watermarked images. Experimental results show that the proposed method is robust to the linear and nonlinear attacks and the transparency of the watermarked images has been protected.

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References

  1. Ahmad A, Sinha GR, Kashyap N (2014) 3-level DWT image watermarking against frequency and geometrical attacks. Int J Comput Netw Inf Secur 6(12):58–63

    Google Scholar 

  2. Al-Afandy KA, El-Shafai W, El-Rabaie ESM, Abd El-Samie FE, Faragallah OS, El-Mhalaway A, Shehata AM, El-Banby GM, El-Halawany MM (2018) Robust hybrid watermarking techniques for di_erent color imaging systems. Multimed Tools Appl 77(19):25709–25759

    Article  Google Scholar 

  3. Ali M, Ahn CW, Pant M (2018) An efficient lossless robust watermarking scheme by integrating redistributed invariant wavelet and fractional fourier transforms. Multimed Tools Appl 77(10):11751–11773

    Article  Google Scholar 

  4. Aslantas V (2009) An optimal robust digital image watermarking based on SVD using differential evolution algorithm. Opt Commun 282(5):769–777

    Article  Google Scholar 

  5. Aslantas V, Ozer S, Ozturk S (2007) A novel clonal selection algorithm based fragile watermarking method. In: Artificial immune systems. Springer, Berlin, pp 358–369

  6. Aslantas V, Ozer S, Ozturk S (2009) Improving the performance of DCT-based fragile watermarking using intelligent optimization algorithms. Opt Commun 282(14):2806–2817

    Article  Google Scholar 

  7. Bajracharya S, Koju R (2017) An improved DWT-SVD based robust digital image watermarking for color image. Int J Eng Manuf 1(11):49–59

    Google Scholar 

  8. Barni M, Bartolini F, Piva A (2001) Improved wavelet-based watermarking through pixel-wise masking. IEEE Trans Image Process 10(5):783–791

    Article  MATH  Google Scholar 

  9. Barni M, Bartolini F, Rosa AD, Piva A (2002) Color image watermarking in the Karhunen-Loeve transform domain. J Electron Imaging 11(1):87–95

    Article  Google Scholar 

  10. Botta M, Cavagnino D, Pomponiu V (2015) Fragile watermarking using Karhunen-Loeve transform: the KLT-F approach. Soft Comput 19(7):1905–1919

    Article  Google Scholar 

  11. Chaitanya K, Reddy ES, Rao KG (2014) Digital color image watermarking in RGB planes using DWT-DCT-SVD coefficients. Int J Comput Sci Inf Technol 5(2):2413–2417

    Google Scholar 

  12. Chang TJ, Pan IH, Huang PS, Hu CH (2018) A robust DCT-2DLDA watermark for color images. Multimed Tools Appl:1–23

  13. Chen L, Zhao J (2018) Contourlet-based image and video watermarking robust to geometric attacks and compressions. Multimed Tools Appl 77(6):7187–7204

    Article  Google Scholar 

  14. Cox IJ, Kilian J, Leighton FT, Shamoon T (1997) Secure spread spectrum watermarking for multimedia. IEEE Trans Image Process 6(12):1673–1687

    Article  Google Scholar 

  15. Divecha N, Jani NN (2013) Implementation and performance analysis of DCT-DWT-SVD based watermarking algorithms for color images. In: Intelligent systems and signal processing (ISSP), 2013 international conference on. IEEE, pp 204–208

  16. Etemad E, Samavi S, Soroushmehr SMR, Karimi N, Etemad M, Shirani S, Najarian K (2018) Robust image watermarking scheme using bit-plane of hadamard coefficients. Multimed Tools Appl 77(2):2033–2055

    Article  Google Scholar 

  17. Gao H, Jia L, Liu M (2013) A digital watermarking algorithm for color image based on DWT. Indonesian J Electr Eng Comput Sci 11(6):3271–3278

    Google Scholar 

  18. Gill R, Soni R (2017) An efficient image watermarking using 2-DCT and 2-DWT in color images. Int J Adv Res Comput Sci 8(5):1304–1308

    Google Scholar 

  19. Giri KJ, Bashir R (2018) A block based watermarking approach for color images using discrete wavelet transformation. Int J Inf Technol 10(2):139–146

    Google Scholar 

  20. Giri KJ, Peer MA, Nagabhushan P (2015) A robust color image watermarking scheme using discrete wavelet transformation. Int J Image Graph Signal Process 7(1):47–52

    Article  Google Scholar 

  21. Gupta M, Parmar G, Gupta R, Saraswat M (2015) Discrete wavelet transform-based color image watermarking using uncorrelated color space and artificial bee colony. Int J Comput Int Sys 8(2):364–380

    Article  Google Scholar 

  22. Hallur SR, Kuri S, Kulkarni GH (2015) Robust digital watermarking using DWT-DCT-SVD algorithms for color image. Int J Curr Eng Technol 5(4):2722–2727

    Google Scholar 

  23. He Y, Hu Y (2018) A proposed digital image watermarking based on DWT-DCT-SVD. In: 2018 2nd IEEE advanced information management, communicates, electronic and automation control conference (IMCEC). IEEE, pp 1214–1218

  24. Hemamalini B, Nagarajan V (2018) Wavelet transform and pixel strength-based robust watermarking using dragonyoptimization. Multimed Tools Appl:1–20

  25. Hernandez MC, Ugalde FG, Miyatake MN, Meana HP (2015) Robust watermarking method in DFT domain for effective management of medical imaging. SIViP 9(5):1163–1178

    Article  Google Scholar 

  26. Hsu LY, Hu HT (2017) Robust blind image watermarking using crisscross inter-block prediction in the DCT domain. J Vis Commun Image Represent 46:33–47

    Article  Google Scholar 

  27. Huang HC (2009) Information hiding and applications, vol 227. Springer

  28. Huang J, Shi YQ, Shi Y (2000) Embedding image watermarks in DC components. IEEE Trans Circuits Syst Video Technol 10(6):974–979

    Article  Google Scholar 

  29. Huang HC, Wang FH, Pan JS (2001) Efficient and robust watermarking algorithm with vector quantization. Electron Lett 37(13):826–828

    Article  Google Scholar 

  30. Huynh-The T, Hua CH, Tu NA, Hur T, Bang J, Kim D, Amin MB, Kang BH, Seung H, Lee S (2018) Selective bit embedding scheme for robust blind color image watermarking. Inf Sci 426:1–18

    Article  Google Scholar 

  31. Islam M, Roy A, Laskar RH (2018) Neural network based robust image watermarking technique in LWT domain. J Intell Fuzzy Syst 34(3):1691–1700

    Article  Google Scholar 

  32. Jeswani J, Sarode T (2014) An improved blind color image watermarking using DCT in RGB color space. Int J Comput Appl 92(14):50–56

    Google Scholar 

  33. Kalra GS, Talwar R, Sadawari H (2015) Adaptive digital image watermarking for color images in frequency domain. Multimed Tools Appl 74(17):6849–6869

    Article  Google Scholar 

  34. Kang XB, Zhao F, Lin GF, Chen YJ (2018) A novel hybrid of DCT and SVD in DWT domain for robust and invisible blind image watermarking with optimal embedding strength. Multimed Tools Appl 77(11):13197–13224

    Article  Google Scholar 

  35. Kaur S, Jindal H (2017) Enhanced image watermarking technique using wavelets and interpolation. Int J Image Graph Signal Process 9(7):23–35

    Article  Google Scholar 

  36. Kumar C, Singh AK, Kumar P (2018) A recent survey on image watermarking techniques and its application in e-governance. Multimed Tools Appl 77(3):3597–3622

    Article  Google Scholar 

  37. Lakrissi Y, Saaidi A, Essahlaoui A (2018) Novel dynamic color image watermarking based on DWT-SVD and the human visual system. Multimed Tools Appl 77(11):13531–13555

    Article  Google Scholar 

  38. Li J, Yu C, Gupta BB, Ren X (2018) Color image watermarking scheme based on quaternion Hadamard transform and Schur decomposition. Multimed Tools Appl 77(4):4545–4561

    Article  Google Scholar 

  39. Lin SD, Shie SC, Guo JY (2010) Improving the robustness of DCT-based image watermarking against JPEG compression. Comput Stand Inter 32(1–2):54–60

    Article  Google Scholar 

  40. Lutovac B, Dakovic M, Stankovic S, Orovic I (2017) An algorithm for robust image watermarking based on the DCT and zernike moments. Multimed Tools Appl 76(22):23333–23352

    Article  Google Scholar 

  41. Moeinaddini E, Afsari F (2018) Robust watermarking in DWT domain using SVD and opposition and dimensional based modified firefly algorithm. Multimed Tools Appl 77(19):26083–26105

    Article  Google Scholar 

  42. Moosazadeh M, Ekbatanifard G (2017) An improved robust image watermarking method using DCT and YCoCg-R color space. OPTIK 140:975–988

    Article  Google Scholar 

  43. Nikolaidis N, Pitas I (1998) Robust image watermarking in the spatial domain. Signal Process 66(3):385–403

    Article  MATH  Google Scholar 

  44. Pan JS, Huang HC, Jain LC (2004) Intelligent watermarking techniques, vol 7. World scientific

  45. Pandey MK, Parmar G, Gupta R (2018) A robust non-blind hybrid color image watermarking with Arnold transform. ICTACT J Image Video Process 9(1):1814–1820

    Google Scholar 

  46. Pandey MK, Parmar G, Gupta R, Sikander A (2018) Non-blind Arnold scrambled hybrid image watermarking in YCbCr color space. Microsyst Technol:1–11

  47. Parah SA, Sheikh JA, Loan NA, Bhat GM (2016) Robust and blind watermarking technique in DCT domain using inter-block coefficient differencing. Digit Signal Process 53:11–24

    Article  Google Scholar 

  48. Parah SA, Loan NA, Shah AA, Sheikh JA, Bhat G (2018) A new secure and robust watermarking technique based on logistic map and modification of DC coefficient. Nonlinear Dynam 93(4):1933–1951

    Article  Google Scholar 

  49. Patel HA, Divecha NH (2018) A feature-based semi-fragile watermarking algorithm for digital color image authentication using hybrid transform. In: Advances in computer and computational sciences. Springer, pp 455–465

  50. Pradhan C, Rath S, Bisoi AK (2012) Non blind digital watermarking technique using DWT and cross chaos. Proc Technol 6:897–904

    Article  Google Scholar 

  51. Qin C, Ji P, Wang J, Chang CC (2017) Fragile image watermarking scheme based on VQ index sharing and self-embedding. Multimed Tools Appl 76(2):2267–2287

    Article  Google Scholar 

  52. Qin C, Ji P, Zhang X, Dong J, Wang J (2017) Fragile image watermarking with pixel-wise recovery based on overlapping embedding strategy. Signal Process 138:280–293

    Article  Google Scholar 

  53. Rasti P, Anbarjafari G, Demirel H (2017) Colour image watermarking based on wavelet and QR decomposition. In: Signal processing and communications applications conference (SIU), 2017 25th. IEEE, pp 1–4

  54. Raviya MKH, Kothari AM (2018) Comparative study of digital image watermarking based IJ Cox's algorithm versus proposed hybrid DWT-DCT approach. Eur J Acad Essays 5(5):98–104

    Google Scholar 

  55. Riad R, Ros F, Harba R, Douzi H, Elhajji M (2017) Enhancement of fourier image watermarking robustness. Control Eng Appl Inf 19(4):25–33

    Google Scholar 

  56. Rosales-Roldan L, Chao J, Nakano-Miyatake M, Perez-Meana H (2018) Color image ownership protection based on spectral domain watermarking using QR codes and QIM. Multimed Tools Appl 77(13):16031–16052

    Article  Google Scholar 

  57. Roy S, Pal AK (2017) A blind DCT based color watermarking algorithm for embedding multiple watermarks. AEU-Int J Electron Commun 72:149–161

    Article  Google Scholar 

  58. Roy S, Pal AK (2018) A hybrid domain color image watermarking based on DWT-SVD. IJST-T Electr Eng:1–17

  59. Roy S, Pal AK (2018) An SVD based location specific robust color image watermarking scheme using RDWT and Arnold scrambling. Wirel Pers Commun 98(2):2223–2250

    Article  Google Scholar 

  60. Roy A, Maiti AK, Ghosh K (2018) An HVS inspired robust non-blind watermarking scheme in YCbCr color space. Int J Image Graph 18(03):1850015

    Article  Google Scholar 

  61. Sari CA, Rachmawanto EH et al (2017) Robust and imperceptible image watermarking by DC coefficients using singular value decomposition. Proceeding of EECSI 4:187–191

    Google Scholar 

  62. Shankar SS, Rengarajan A (2016) Data hiding in encrypted images using Arnold transform. ICTACT J Image Video Process 7(1):1339–1344

    Article  Google Scholar 

  63. Sheth RK, Nath VV (2016) Secured digital image watermarking with discrete cosine transform and discrete wavelet transform method. In: Advances in computing, communication, & automation (ICACCA)(spring), international conference on. IEEE, pp 1–5

  64. Singh SP, Bhatnagar G (2018) A new robust watermarking system in integer DCT domain. J Vis Commun Image Represent 53:86–101

    Article  Google Scholar 

  65. Singh AK, Dave M, Mohan A (2014) Hybrid technique for robust and imperceptible image watermarking in DWT-DCT-SVD domain. Natl Acad Sci Lett 37(4):351–358

    Article  Google Scholar 

  66. Solachidis V, Pitas L (2001) Circularly symmetric watermark embedding in 2-D DFT domain. IEEE Trans Image Process 10(11):1741–1753

    Article  MATH  Google Scholar 

  67. Sreenivas K, Prasad VK (2018) Fragile watermarking schemes for image authentication: a survey. Int J Mach Learn Cybern 9(7):1193–1218

    Article  Google Scholar 

  68. Su Q, Chen B (2018) Robust color image watermarking technique in the spatial domain. Soft Comput 22(1):91–106

    Article  MathSciNet  Google Scholar 

  69. Su Q, Wang G, Jia S, Zhang X, Liu Q, Liu X (2015) Embedding color image watermark in color image based on two-level DCT. SIViP 9(5):991–1007

    Article  Google Scholar 

  70. Su Q, Wang G, Lv G, Zhang X, Deng G, Chen B (2017) A novel blind color image watermarking based on Contourlet transform and Hessenberg decomposition. Multimed Tools Appl 76(6):8781–8801

    Article  Google Scholar 

  71. Su Q, Wang G, Zhang X, Lv G, Chen B (2017) An improved color image watermarking algorithm based on QR decomposition. Multimed Tools Appl 76(1):707–729

    Article  Google Scholar 

  72. Tao H, Chongmin L, Zain JM, Abdalla AN (2014) Robust image watermarking theories and techniques: a review. J Appl Res Technol 12(1):122–138

    Article  Google Scholar 

  73. Tewari TK, Saxena V (2010) An improved and robust DCT based digital image watermarking scheme. Int J Comput Appl 3(1):28–32

    Google Scholar 

  74. Thakur S, Singh AK, Ghrera SP, Mohan A (2018) Chaotic based secure watermarking approach for medical images. Multimed Tools Appl:1–14

  75. Thanki R, Borra S (2018) A color image steganography in hybrid FRT-DWT domain. J Inf Sec Appl 40:92–102

    Google Scholar 

  76. Vaidya P, PVSSR CM (2017) A robust semi-blind watermarking for color images based on multiple decompositions. Multimed Tools Appl 76(24):25623–25656

    Article  Google Scholar 

  77. Wang XL, Qiu LK (2010) Image watermarking algorithm based on Arnold scrambling and DCT transform [J]. Comm Technol 4:078

    Google Scholar 

  78. Wang Q, Ding Q, Zhang Z, Ding L (2008) Digital image encryption research based on DWT and chaos. In: Natural computation, 2008. ICNC'08. Fourth international conference on, vol 5. IEEE, pp 494–498

  79. Xu H, Kang X, Wang Y, Wang Y (2018) Exploring robust and blind watermarking approach of colour images in DWT-DCT-SVD domain for copyright protection. Int J Electron Secur Digit Forensic 10(1):79–96

    Article  Google Scholar 

  80. Yadav B, Kumar A, Kumar Y (2018) A robust digital image watermarking algorithm using DWT and SVD. In: Soft computing: theories and applications. Springer, pp 25–36

  81. Zear A, Singh AK, Kumar P (2018) A proposed secure multiple watermarking technique based on DWT, DCT and SVD for application in medicine. Multimed Tools Appl 77(4):4863–4882

    Article  Google Scholar 

  82. Zebbiche K, Kheli_ F, Loukhaoukha K (2018) Robust additive watermarking in the DTCWT domain based on perceptual masking. Multimed Tools Appl 77(16):21281–21304

    Article  Google Scholar 

  83. Zhou NR, Luo AW, Zou WP (2018) Secure and robust watermark scheme based on multiple transforms and particle swarm optimization algorithm. Multimed Tools Appl:1–17

  84. Zhou X, Zhang H, Wang C (2018) A robust image watermarking technique based on DWT, APDCBT, and SVD. Symmetry 10(3):77

    Article  Google Scholar 

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Correspondence to Ahmed Khaleel Abdulrahman.

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Abdulrahman, A.K., Ozturk, S. A novel hybrid DCT and DWT based robust watermarking algorithm for color images. Multimed Tools Appl 78, 17027–17049 (2019). https://doi.org/10.1007/s11042-018-7085-z

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