Skip to main content
Log in

A blind and robust color image watermarking scheme based on DCT and DWT domains

  • Published:
Multimedia Tools and Applications Aims and scope Submit manuscript

Abstract

With the emergence of the Internet of Things (IoT) and many smart gadgets that support artificial intelligence, it is easier than ever to acquire, reproduce, and disseminate a large number of digital data. However, these great technologies have made it possible for intruders to easily violate issues related to copyright protection, identity theft, and privacy leakage. To address such issues, several approaches have been developed, among which image watermarking has been proven to be an ideal solution. In this paper, a blind watermarking approach for RGB color images based on joint Discrete Cosine Transform (DCT) and Discrete Wavelet Transform (DWT) is proposed. First, a self-adaptive color selecting strategy is used to select either the blue or green channel of the host image for embedding purpose. Subsequently, the selected color is subdivided into non-overlapping square blocks of size 4 × 4, and then DCT is applied to each block. Afterward, the DC values obtained from each block are decomposed into four sub-bands using DWT, and then the LH middle frequency sub-band is further decomposed into four sub-bands using DWT. Lastly, the LH1 obtained from LH is utilized for watermark embedding. To provide security to the proposed approach, the watermark image is encrypted before embedding using a chaotic sequence originated from a logistic map method. Experimental results reveal that the proposed approach not only enhances watermark invisibility but also provide excellent watermark robustness, meeting the main requirements of image watermarking.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13
Fig. 14
Fig. 15
Fig. 16
Fig. 17
Fig. 18
Fig. 19

Similar content being viewed by others

Data availability

The datasets generated during the current study are available in the [CVG-UGR image database] repository, [https://ccia.ugr.es/cvg/dbimagenes/].

References

  1. Abdallah EE (2009) Hamza a ben, Bhattacharya P. watermarking 3D models using spectral mesh compression. Signal. Imag Video Proc 3:375–389

    Google Scholar 

  2. Abdallah EE, Hamza AB, Bhattacharya P (2007) Improved image watermarking scheme using fast Hadamard and discrete wavelet transforms. J Electro Imag 16(3):033020

    Google Scholar 

  3. Abdallah EE, Ben HA, Bhattacharya P (2007) Spectral graph-theoretic approach to 3D mesh watermarking. Proc - Graph Interf:327–334

  4. Abraham J, Paul V (2019) An imperceptible spatial domain color image watermarking scheme. J King Saud Univ - Comput Inform Sci 31(1):125–133

    Google Scholar 

  5. Ahmadi SBB, Zhang G, Rabbani M, Boukela L, Jelodar H (2021) An intelligent and blind dual color image watermarking for authentication and copyright protection. Appl Intell 51(3):1701–1732

    Google Scholar 

  6. Akter MT, Chowdhury MAM (2018) Observation of different behaviors of logistic map for different control parameters. Int J Appl Mathe Theoretic Phys 4(3):84–90

    Google Scholar 

  7. Alshoura WH, Zainol Z, Teh JS et al (2020) A new chaotic image watermarking scheme based on SVD and IWT. IEEE Access IEEE 8:43391–43406

    Google Scholar 

  8. Alzaidi AA, Ahmad M, Doja MN, Solami EA, Beg MMS (2018) A new 1D chaotic map and β-hill climbing for generating substitution-boxes. IEEE Access 6:55405–55418

    Google Scholar 

  9. Chopra J, Kumar A, Kumar A, et al. (2018) An efficient watermarking for protecting signature biometric template. 5th International Conference on Signal Processing and Integrated Networks (SPIN). 413–18

  10. Giri KJ, Quadri SMK, Bashir R, Bhat JI (2020) DWT based color image watermarking: a review. Multimed Tools Appl 79:32881–32895

    Google Scholar 

  11. Guo Y, Li B-Z, Goel N (2017) Optimised blind image watermarking method based on firefly algorithm in DWT-QR transform domain. IET Image Process 11(6):406–415

    Google Scholar 

  12. Haghighi BB, Taherinia AH, Harati A (2018) TRLH: fragile and blind dual watermarking for image tamper detection and self-recovery based on lifting wavelet transform and halftoning technique. J Vis Commun Image Represent 50:49–64

    Google Scholar 

  13. Hsu L, Hu H-T (2020) Blind watermarking for color images using EMMQ based on QDFT. Expert Syst Appl 149:113225

    Google Scholar 

  14. Hu H-T, Hsu L-Y, Chou H-H (2020) An improved SVD-based blind color image watermarking algorithm with mixed modulation incorporated. Inf Sci 519:161–182

    MathSciNet  Google Scholar 

  15. Hussein HI, Mstafa RJ, Mohammed AO, et al. (2022) An Enhanced ElGamal Cryptosystem for Image Encryption and Decryption. 2nd International Conference on Computer Science and Software Engineering, CSASE, 337–42.

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

    Google Scholar 

  17. Kang X, Zhao F, Lin G, 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 77:13197–13224

    Google Scholar 

  18. Kishore RR (2016) Sunesh. Digital watermarking based on visual cryptography and histogram. Int J Comput Inform Engin 10(7):1264–1269

    Google Scholar 

  19. Koley S (2019) A feature adaptive image watermarking framework based on phase congruency and symmetric key cryptography. J King Saud Univ - Comput Inform Sci

  20. Kumar S, Singh BK (2021) DWT based color image watermarking using maximum entropy. Multimed Tools Appl 80:15487–15510

    Google Scholar 

  21. Liu X-L, Lin C-C, Yuan S-M (2018) Blind dual watermarking for color images’ authentication and copyright protection. IEEE Transac Circuits Syst Video Technol 28(5):1047–1055

    Google Scholar 

  22. Mallika UJS, Aggarwal AK (2022) Neural style transfer for image within images and conditional GANs for destylization. J Vis Commun Image Represent 85:103483

    Google Scholar 

  23. Maloo S, Lakshmi N, Pareek NK (2018) Study of digital watermarking techniques for against security attacks. Smart Inno, Syst Technol 83:509–515

    Google Scholar 

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

    Google Scholar 

  25. Mstafa RJ (2022) Reversible video steganography using quick response codes and modified elgamal cryptosystem. Comput, Mat Continua 72(2):3349–3368

    Google Scholar 

  26. Najafi E, Loukhaoukha K (2019) Hybrid secure and robust image watermarking scheme based on SVD and sharp frequency localized contourlet transform. J Inform Sec Appl 44:144–156

    Google Scholar 

  27. Pak C, Kim J, An K, Kim C, Kim K, Pak C (2020) A novel color image LSB steganography using improved 1D chaotic map. Multimed Tools Appl 79:1409–1425

    Google Scholar 

  28. Pandey MK, Parmar G, Gupta R, Sikander A (2019) Non-blind Arnold scrambled hybrid image watermarking in YCbCr color space. Microsyst Technol 25:3071–3081

    Google Scholar 

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

    Google Scholar 

  30. Patel S, Bharath KP, Rajesh KM (2020) Symmetric keys image encryption and decryption using 3D chaotic maps with DNA encoding technique. Multimed Tools Appl 79:31739–31757

    Google Scholar 

  31. Prabha K, Sam IS (2020) An effective robust and imperceptible blind color image watermarking using WHT. Journal of King Saud University - Computer and Information Sciences

  32. Prabha K, Sam IS (2020) A novel blind color image watermarking based on Walsh Hadamard transform. Multimed Tools Appl 79:6845–6869

    Google Scholar 

  33. Prabha K, Sam IS (2021) Robust color image watermarking by elliptical phase modification based on Walsh Hadamard transform and triangular vertex transform. Sādhanā, 46.

  34. Rajani D, Kumar PR (2020) An optimized blind watermarking scheme based on principal component analysis in redundant discrete wavelet domain. Signal Process 172:107556

    Google Scholar 

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

    Google Scholar 

  36. Singh SP, Bhatnagar G (2018) A new robust watermarking system in integer DCT domain. J Visual Commun Image Represen Elsevier 53:86–101

    Google Scholar 

  37. Soleymani SH, Taherinia AH, Mohajerzadeh AH (2019) WACA: a new blind robust watermarking method based on Arnold cat map and amplified pseudo-noise strings with weak correlation. Multimed Tools Appl 78:19163–19179

    Google Scholar 

  38. Srivastava A, Singhal EV, Aggarawal AK (2017) Comparative analysis of multimodal medical image fusion using PCA and wavelet transforms. Int J Latest Technol Engin, Manage Appl Sci (IJLTEMAS) VI(IV):115–118

    Google Scholar 

  39. Sunesh KRR (2020) A novel and efficient blind image watermarking in transform domain. Procedia Comput Sci 167:1505–1514

    Google Scholar 

  40. Thakral S, Manhas P (2018) Image processing by using different types of discrete wavelet transform. Commu Comput Inform Sci 955:499–507

    Google Scholar 

  41. Thanki R, Borra S, Dwivedi V, Borisagar K (2017) An efficient medical image watermarking scheme based on FDCuT–DCT. Engin Sci Technol, Int J 20(4):1366–1379

    Google Scholar 

  42. Tian C, Wen RH, Zou W-P, Gong LH (2020) Robust and blind watermarking algorithm based on DCT and SVD in the contourlet domain. Multimed Tools Appl 79:7515–7541

    Google Scholar 

  43. Vishwakarma VP, Sisaudia V (2018) Gray-scale image watermarking based on DE-KELM in DCT domain. Procedia Comput Sci 132:1012–1020

    Google Scholar 

  44. Yasmeen F, Uddin MS (2021) An efficient watermarking approach based on LL and HH edges of DWT-SVD. SN Comput Sci 2:1–16

    Google Scholar 

  45. Yuan Z, Liu D, Zhang X, Su Q (2020) New image blind watermarking method based on two-dimensional discrete cosine transform. Optik 204:164152

    Google Scholar 

  46. Zhang L, Wei D (2019) Dual DCT-DWT-SVD digital watermarking algorithm based on particle swarm optimization. Multimed Tools Appl 78:28003–28023

    Google Scholar 

  47. Zheng P, Zhang Y (2020) A robust image watermarking scheme in hybrid transform domains resisting to rotation attacks. Multimed Tools Appl 79:18343–18365

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ramadhan J. Mstafa.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Mohammed, A.O., Hussein, H.I., Mstafa, R.J. et al. A blind and robust color image watermarking scheme based on DCT and DWT domains. Multimed Tools Appl 82, 32855–32881 (2023). https://doi.org/10.1007/s11042-023-14797-0

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11042-023-14797-0

Keywords

Navigation