Skip to main content
Log in

Robust color image watermarking technique in the spatial domain

  • Methodologies and Application
  • Published:
Soft Computing Aims and scope Submit manuscript

Abstract

This paper proposes a new blind watermarking algorithm, which embedding the binary watermark into the blue component of a RGB image in the spatial domain, to resolve the problem of protecting copyright. For embedding watermark, the generation principle and distribution features of direct current (DC) coefficient are used to directly modify the pixel values in the spatial domain, and then four different sub-watermarks are embedded into the different areas of the host image for four times, respectively. When watermark extraction, the sub-watermark is extracted with blind manner according to DC coefficients of watermarked image and the key-based quantization step, and then the statistical rule and the method of “first to select, second to combine” are proposed to form the final watermark. Hence, the proposed algorithm is executed in the spatial domain rather than in discrete cosine transform (DCT) domain, which not only has simple and quick performance of the spatial domain but also has high robustness feature of DCT domain. The experimental results show that the proposed watermarking algorithm can obtain better invisibility of watermark and stronger robustness for common attacks, e.g., JPEG compression, cropping, and adding noise. Comparison results also show the advantages of the proposed method.

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

Similar content being viewed by others

References

  • Arcangelo Castiglione, Pizzolante R, De Santis A, Carpentieri B, Aniello Castiglione, Francesco Palmieri (2015) Cloud-based adaptive compression and secure management services for 3D healthcare data. Future Gener Comput Syst 43:120–134

    Google Scholar 

  • Chen B, Wornell GW (2001) Quantization index modulation: a class of provably good methods for digital watermarking and information embedding. IEEE Trans Inf Theory 47(4):1423–1443

    Article  MathSciNet  MATH  Google Scholar 

  • Coltuc D, Chassery JM (2007) Very fast watermarking by reversible contrast mapping. IEEE Signal Process Lett 14(4):255–258

    Article  Google Scholar 

  • Cox IJ, Miller ML, Bloom JA, Fridrich J, Kalker T (2007) Digital watermarking and steganography. Morgan Kaufmann, Los Altos

    Google Scholar 

  • Das C, Panigrahi S, Sharma VK, Mahapatra KK (2014) A novel blind robust image watermarking in DCT domain using inter-block coefficient correlation. AEU-Int J Electron Commun 68(3):244–253

    Article  Google Scholar 

  • de Queiroz RL, Braun KM (2006) Color to gray and back: color embedding into textured gray images. IEEE Trans Image Process 15(6):1464–1470

    Article  Google Scholar 

  • Fu Z, Wu X, Guan C, Sun X, Ren K (2016) Towards efficient multi-keyword fuzzy search over encrypted outsourced data with accuracy improvement. IEEE Trans Inf Forensics Secur. doi:10.1109/TIFS.2016.2596138

    Google Scholar 

  • Guo P, Wang J, Geng XH, Kim CS, Kim JU (2014) A variable threshold-value authentication architecture for wireless mesh networks. J Internet Technol 15(6):929–935

    Google Scholar 

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

    Article  Google Scholar 

  • Kutter M, Winkler S (2002) A vision-based masking model for spread-spectrum image watermarking. IEEE Trans Image Process 11(1):16–25

    Article  Google Scholar 

  • Li J, Li X, Yang B, Sun X (2015) Segmentation-based image copy-move forgery detection scheme. IEEE Trans Inf Forensics Secur 10(3):507–518

    Article  Google Scholar 

  • Ma T, Zhou J, Tang M, Tian Y, Abdullah AD, Mznah AR, Sungyoung L (2015) Social network and tag sources based augmenting collaborative recommender system. IEICE Trans Inf Syst 98(4):902–910

    Article  Google Scholar 

  • Nasir I, Weng Y, Jiang J, Ipson S (2010) Multiple spatial watermarking technique in color images. Signal Image Video Process 4(2):145–154

    Article  MATH  Google Scholar 

  • Pizzolante R, Castiglione A, Carpentieri B, De Santis A, Castiglione A (2014) Protection of microscopy images through digital watermarking techniques[C]. In: Intelligent Networking and Collaborative Systems (INCoS), 2014 International Conference on. IEEE, pp 65–72. doi:10.1109/INCoS.2014.116

  • Rigoni R, Freitas PG, Farias MCQ (2016) Detecting tampering in audio-visual content using QIM watermarking. Inf Sci 328:127–143

    Article  Google Scholar 

  • Rivest RL (1992) The MD5 message-digest algorithm. Request for comments (RFC) 1321, Internet activities board, Internet privacy task force. https://www.ietf.org/rfc/rfc1321.txt

  • Seitz J (2005) Digital watermarking for digital media. IGI Global, Information Science Publishing, USA, pp 25–27

  • Su Q, Niu Y, Zhao Y, Pang S, Liu X (2013) A dual color images watermarking scheme based on the optimized compensation of singular value decomposition. AEU-Int J Electron Commun 67(8):652–664

    Article  Google Scholar 

  • Su Q, Niu Y, Wang G, Jia S, Yue J (2014) Color watermark image embedded in color host image via QR decomposition. Signal Process 94:219–235

    Article  Google Scholar 

  • University of Granada (2012) Computer vision group. CVG-UGR Image Database. [2012-10-22]. http://decsai.ugr.es/cvg/dbimagenes/c512.php

  • Vaishnavi D, Subashini TS (2015) Robust and invisible image watermarking in RGB color space using SVD. Procedia Comput Sci 46:1770–1777

    Article  Google Scholar 

  • Wang Z, Bovik AC, Sheikh HR, Simoncelli EP (2004) Image quality assessment: from error visibility to structural similarity. IEEE Trans Image Process 13(4):600–612

    Article  Google Scholar 

  • Wu HT, Huang J (2012) Reversible image watermarking on prediction errors by efficient histogram modification. Signal Process 92(12):3000–3009

    Article  Google Scholar 

  • Xia Z, Wang X, Sun X, Wang B (2014) Steganalysis of least significant bit matching using multi-order differences. Secur Commun Netw 7(8):1283–1291

    Article  Google Scholar 

  • Zeng G, Qiu Z (2008) Image watermarking based on DC component in DCT. In: Intelligent Information Technology Application Workshops, 2008. IITAW ’08. International Symposium on, pp 573–576

  • Zheng JB, Feng S (2008) A color image multi-channel DWT domain watermarking algorithm for resisting geometric attacks. In: 2008 International Conference on Machine Learning and Cybernetics, vol 2. IEEE pp 1046–1051

  • Zheng Y, Jeon B, Xu D, Wu QMJ, Zhang H (2015) Image segmentation by generalized hierarchical fuzzy C-means algorithm. J Intell Fuzzy Syst 28(2):961–973

    Google Scholar 

Download references

Acknowledgements

The research was partially supported by the Priority Academic Program Development of Jiangsu Higher Education Institutions (PAPD), Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology (CICAEET), Natural Science Foundation of China (61202111, 61572258), Natural Science Foundation of Shandong Province (ZR2014FM005), Key Science and Technology Plan Projects of Yantai City (2016ZH057), Department of Science and Technology of Shandong Province (2013GGB01231) and Shandong Province Important Research Plan Projects (2015GSF116001). The authors would like to thank anonymous referees for their valuable comments and suggestions which lead to substantial improvements of this paper.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Qingtang Su.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Ethical approval

This article does not contain any studies with human participants performed by any of the authors.

Additional information

Communicated by V. Loia.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Su, Q., Chen, B. Robust color image watermarking technique in the spatial domain. Soft Comput 22, 91–106 (2018). https://doi.org/10.1007/s00500-017-2489-7

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00500-017-2489-7

Keywords

Navigation