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ISSN 2350-1022
International Journal of Recent Research in Mathematics Computer Science and Information Technology
Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org
Page | 1
Paper Publications
Entropy based Digital Watermarking using
2-D Biorthogonal WAVELET
Abhinav Kumar
1
Panchkula Engineering College, Mouli, Panchkula (Haryana), India
Abstract: The Security is the most important aspect of Database, for maintain the integrity and as well as security
of the system image watermarking is technique proposed at the year of 1996, in this paper we also implement
image watermarking using 2-D biorthogonal Wavelt. The importance of transmitting digital information in digital
watermarking system and the dissymmetric digital watermarking framework lived on media content
communication is also being discussed in this paper. Then we apply watermarking embedding algorithm to keep
the balance between watermarks’ imperceptibility and its robustness while the data is being sent on the
communication channel.
Keywords: Discrete Wavelet Transform (DWT), Gray Scale, Peak Signal to Noise Ratio (PSNR).
I. INTRODUCTION
Digital Watermarking works on the principle of concealing information from digital data. A special software package is
used to detect the presence of concealed data in all its copies regardless of attempts to damage it. Digital watermarking
technology makes use of the actual fact that the human eye has solely a restricted ability to look at changes. The observer
doesn’t notice any difference in small modifications of the color values of the image as they are corrected. Digital
watermarks’ quality is judged mainly in two ways: 1.It should be resistant to all intentional and unintentional attacks and
2.The embedded watermark should not get degraded from the image quality. As the resistance of a watermark against
attacks is higher, the risk of image quality getting reduced is lower.
The types of information and data focused on during our research are:
 Digital Images
 Digital Audios, and
 Digital Videos
Fig: 1.1 Digital Watermarking methods
ISSN 2350-1022
International Journal of Recent Research in Mathematics Computer Science and Information Technology
Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org
Page | 2
Paper Publications
The issue of copyright protection and their related data concealment techniques is considered very important in academic
as well in the areas of industrial. .Most information concealment/data hiding schemes distort the cover media so
as to embed the secret key. Though the distortion is often very less and in cognoscible, the reversibility is crucial to some
sensitive applications. In various legal operations, it is needed to be able to reverse the marked image back to the
cover image for legal consideration. Also high accuracy is being demanded in remote sensing and military imaging [7].
Image processing depends on compression that helps in reduction of file size for transmission of huge amount of data in
an exceedingly stipulated and reduced time. The signal or image clearance and simplification that are unit a part
of denoising or filtering is one of the common goals of image compression which is being provided by wavelet analysis.
On the basis of compression ratio and PSNR, a comparative study considering the values of image quality has been
delivered.
II. LITERATURE SURVEY
Qiu Yang et.al[3] This paper mainly introduces the entropy masking model in three different domains and give
experiment report about utilizing spatial domain and DWT domain entropy masking model in the similar system of
watermarking. In addition, we also analyze the advantages and disadvantages of these models from the aspects of
imperceptibility and robustness through our simulation experiment.
Yana Zhang et.al[2] In this paper we discuss the essence of information transmission in digital watermarking system and
the dissymmetric digital watermarking framework lived on media content communication. Then we propose a universal
entropy masking model for watermarking embedding algorithm to keep the balance between watermarks’ imperceptibility
and its robustness.
E. Chrysochos et.al[4] This paper, introduces a new reversible watermarking scheme which are resistant to geometrical
attacks are present. The proposed scheme does not require the original image for the extraction the watermark, and also
does not induces the noticeable distortion during the watermarking procedure. Various watermarked images show
robustness against geometrical attacks.
III. METHODOLOGY
In DWT domain BIORTHOGONAL wavelet for watermarking is used, initially, an Digital image is taken as input image
after decomposition over different domain PSNR is being calculated.
For embedding the watermark PSNR in different domain namely DCT, Gray Scale and DWT is calculated. And
watermark mis being embedded over the domain over which maximum value of PSNR is obtaine, After this, watermark is
embedded in the original image using 2-DWT domain and PSNR calculate on the basis of which desired results are
obtained.
Algorithm:
Step1: An image is taken as an input image.
Step2: For watermark embedding the PSNR in 2-DWT domain is calculated.
Step3: Now, Determine the maximum entropy in DWT Domain.
Fig 3(a): Flow Chart of Proposed Work
ISSN 2350-1022
International Journal of Recent Research in Mathematics Computer Science and Information Technology
Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org
Page | 3
Paper Publications
Fig 3(b): Original Image Fig 3(c): Watermark Image Fig 3(d): Watermarked Image
IV. EXPERIMENT AND RESULTS
The proposed system is implemented using MATLAB 2012a on an Intel i5 processor. The modifications in some of the
images which are caused after embedding the watermark are presented in this section. The quality of image always
measure in terms of PSNR. The results are presented above in Fig.3 (a) Where the original image along with the
watermarked Fig: 3(b) one can be viewed. The proposed method produces a high quality watermarked image Fig: 3(d).
Table 4(a): Calculated PSNR
Graph 4(b): Results of PSNR
V. CONCLUSION
This paper finally concludes that 2-D Biorhogonal wavelet DWT Domain is better than DCT Domain and Gray Scale
Domain. In this paper, the PSNR parameters on the basis of their entropy and the interpolation conclude that values
obtained are found to be satisfactory. Further results may be improved using other parameters and by comparing with the
DWT algorithm.
Gray Scale 2-Dct 2-D BIOR
0
10
20
30
40
50
60
70
80
90
PSNR
Comparision of PSNR in Different Domain
Domain PSNR/dB
Gray Scale Domain 44.3676
2-DCT coefficients 43.4978
2-D Biorthogonal Wavelet 81.85
ISSN 2350-1022
International Journal of Recent Research in Mathematics Computer Science and Information Technology
Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org
Page | 4
Paper Publications
REFERENCES
[1] N.Yassin,N.M. Salem,Adawy,”Entropy based video watermarking scheme using wavlet transform and principle
component analysis”,IEEE transaction, pp. 1-4,21-23 May 2012.
[2] Yana Zhang,Qiu Yang,Chen Yang,Qi Zhang”A Universal entropy masking model in digital watermarking
system”,IEEE transaction ,9th
International Conference on Fuzzy System and Knowledge Discovery,2012.
[3] Qiu Yang, Yana Zhang,Cheng Yang,Wei Li”Information entropy used in digital watermarking”,IEEE
transaction,2012
[4] Chrysochos E., Fotopoulos V., Skodras A., Xenos M., “Reversible Image Watermarking Based on Histogram
Modification”, 11th Panhellenic Conference on Informatics with international participation (PCI 2007), Vol. B, pp.
93- 104, 18-20 May 2007.
[5] Chi-Man Pun, Xiao-Chen Yuan “Robust and Geometric Invariant Watermarking Scheme using Block and Gray-
Level Histograms”, International Journal of Digital Content Technology and its Applications TRANSECTION vol
4, issue 3.17,November 3,June 2010
[6] Simi Elizabeth Chacko, Thusnavis Bella Mary.I, Newton David Raj.W, “Embedding Invisible Watermark in
Digital Image Using Interpolation and Histogram Shifting”,IEEE trans,2011.
[7] Vidhyalakshmi M*, Vennila G,” Optimum detecting of contour let-based image watermarks in a noisy
environment”, Indian J. Innovations Dev., Vol. 1, No. 6, June 2012.
[8] Ali mohammad Latif,Ahmad Reza Naghsh-Nilchi,”Digital Image watermarking based on parameters amelioration
of parametric slant-Hadamard transform using genetic algorithm”,International journal of innovative computing,
information and control,Vol 8,No. 2,February 2012.
[9] Elham Shabanali Fami, Shadrokh Samavi, Hoda Rezaee Kaviani,Zohreh Molaei,”Adaptive watermarking in
Hadamard transform coefficient of textured image blocks”,The 16th
CSI international symposium on artificial
intelligence and signal processing,AISP 2012.
[10] P. Tsai, Y. C. Hu and H. L. Yeh, “Reversible image hiding scheme using predictive coding and histogram
shifting,” Signal Process., Vol . 89, pp. 1129–1143, 2009.
[11] Lixin Luo, Zhenyong Chen, Ming Chen, Xiao Zeng and Zhang Xiong ”Reversible watermarking usinginterpolation
technique,” IEEE TRANSACTIONS on information forensics and security, Vol . 5(1), 2010.

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  • 1. ISSN 2350-1022 International Journal of Recent Research in Mathematics Computer Science and Information Technology Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org Page | 1 Paper Publications Entropy based Digital Watermarking using 2-D Biorthogonal WAVELET Abhinav Kumar 1 Panchkula Engineering College, Mouli, Panchkula (Haryana), India Abstract: The Security is the most important aspect of Database, for maintain the integrity and as well as security of the system image watermarking is technique proposed at the year of 1996, in this paper we also implement image watermarking using 2-D biorthogonal Wavelt. The importance of transmitting digital information in digital watermarking system and the dissymmetric digital watermarking framework lived on media content communication is also being discussed in this paper. Then we apply watermarking embedding algorithm to keep the balance between watermarks’ imperceptibility and its robustness while the data is being sent on the communication channel. Keywords: Discrete Wavelet Transform (DWT), Gray Scale, Peak Signal to Noise Ratio (PSNR). I. INTRODUCTION Digital Watermarking works on the principle of concealing information from digital data. A special software package is used to detect the presence of concealed data in all its copies regardless of attempts to damage it. Digital watermarking technology makes use of the actual fact that the human eye has solely a restricted ability to look at changes. The observer doesn’t notice any difference in small modifications of the color values of the image as they are corrected. Digital watermarks’ quality is judged mainly in two ways: 1.It should be resistant to all intentional and unintentional attacks and 2.The embedded watermark should not get degraded from the image quality. As the resistance of a watermark against attacks is higher, the risk of image quality getting reduced is lower. The types of information and data focused on during our research are:  Digital Images  Digital Audios, and  Digital Videos Fig: 1.1 Digital Watermarking methods
  • 2. ISSN 2350-1022 International Journal of Recent Research in Mathematics Computer Science and Information Technology Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org Page | 2 Paper Publications The issue of copyright protection and their related data concealment techniques is considered very important in academic as well in the areas of industrial. .Most information concealment/data hiding schemes distort the cover media so as to embed the secret key. Though the distortion is often very less and in cognoscible, the reversibility is crucial to some sensitive applications. In various legal operations, it is needed to be able to reverse the marked image back to the cover image for legal consideration. Also high accuracy is being demanded in remote sensing and military imaging [7]. Image processing depends on compression that helps in reduction of file size for transmission of huge amount of data in an exceedingly stipulated and reduced time. The signal or image clearance and simplification that are unit a part of denoising or filtering is one of the common goals of image compression which is being provided by wavelet analysis. On the basis of compression ratio and PSNR, a comparative study considering the values of image quality has been delivered. II. LITERATURE SURVEY Qiu Yang et.al[3] This paper mainly introduces the entropy masking model in three different domains and give experiment report about utilizing spatial domain and DWT domain entropy masking model in the similar system of watermarking. In addition, we also analyze the advantages and disadvantages of these models from the aspects of imperceptibility and robustness through our simulation experiment. Yana Zhang et.al[2] In this paper we discuss the essence of information transmission in digital watermarking system and the dissymmetric digital watermarking framework lived on media content communication. Then we propose a universal entropy masking model for watermarking embedding algorithm to keep the balance between watermarks’ imperceptibility and its robustness. E. Chrysochos et.al[4] This paper, introduces a new reversible watermarking scheme which are resistant to geometrical attacks are present. The proposed scheme does not require the original image for the extraction the watermark, and also does not induces the noticeable distortion during the watermarking procedure. Various watermarked images show robustness against geometrical attacks. III. METHODOLOGY In DWT domain BIORTHOGONAL wavelet for watermarking is used, initially, an Digital image is taken as input image after decomposition over different domain PSNR is being calculated. For embedding the watermark PSNR in different domain namely DCT, Gray Scale and DWT is calculated. And watermark mis being embedded over the domain over which maximum value of PSNR is obtaine, After this, watermark is embedded in the original image using 2-DWT domain and PSNR calculate on the basis of which desired results are obtained. Algorithm: Step1: An image is taken as an input image. Step2: For watermark embedding the PSNR in 2-DWT domain is calculated. Step3: Now, Determine the maximum entropy in DWT Domain. Fig 3(a): Flow Chart of Proposed Work
  • 3. ISSN 2350-1022 International Journal of Recent Research in Mathematics Computer Science and Information Technology Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org Page | 3 Paper Publications Fig 3(b): Original Image Fig 3(c): Watermark Image Fig 3(d): Watermarked Image IV. EXPERIMENT AND RESULTS The proposed system is implemented using MATLAB 2012a on an Intel i5 processor. The modifications in some of the images which are caused after embedding the watermark are presented in this section. The quality of image always measure in terms of PSNR. The results are presented above in Fig.3 (a) Where the original image along with the watermarked Fig: 3(b) one can be viewed. The proposed method produces a high quality watermarked image Fig: 3(d). Table 4(a): Calculated PSNR Graph 4(b): Results of PSNR V. CONCLUSION This paper finally concludes that 2-D Biorhogonal wavelet DWT Domain is better than DCT Domain and Gray Scale Domain. In this paper, the PSNR parameters on the basis of their entropy and the interpolation conclude that values obtained are found to be satisfactory. Further results may be improved using other parameters and by comparing with the DWT algorithm. Gray Scale 2-Dct 2-D BIOR 0 10 20 30 40 50 60 70 80 90 PSNR Comparision of PSNR in Different Domain Domain PSNR/dB Gray Scale Domain 44.3676 2-DCT coefficients 43.4978 2-D Biorthogonal Wavelet 81.85
  • 4. ISSN 2350-1022 International Journal of Recent Research in Mathematics Computer Science and Information Technology Vol. 2, Issue 1, pp: (279-282), Month: April 2015 – September 2015, Available at: www.paperpublications.org Page | 4 Paper Publications REFERENCES [1] N.Yassin,N.M. Salem,Adawy,”Entropy based video watermarking scheme using wavlet transform and principle component analysis”,IEEE transaction, pp. 1-4,21-23 May 2012. [2] Yana Zhang,Qiu Yang,Chen Yang,Qi Zhang”A Universal entropy masking model in digital watermarking system”,IEEE transaction ,9th International Conference on Fuzzy System and Knowledge Discovery,2012. [3] Qiu Yang, Yana Zhang,Cheng Yang,Wei Li”Information entropy used in digital watermarking”,IEEE transaction,2012 [4] Chrysochos E., Fotopoulos V., Skodras A., Xenos M., “Reversible Image Watermarking Based on Histogram Modification”, 11th Panhellenic Conference on Informatics with international participation (PCI 2007), Vol. B, pp. 93- 104, 18-20 May 2007. [5] Chi-Man Pun, Xiao-Chen Yuan “Robust and Geometric Invariant Watermarking Scheme using Block and Gray- Level Histograms”, International Journal of Digital Content Technology and its Applications TRANSECTION vol 4, issue 3.17,November 3,June 2010 [6] Simi Elizabeth Chacko, Thusnavis Bella Mary.I, Newton David Raj.W, “Embedding Invisible Watermark in Digital Image Using Interpolation and Histogram Shifting”,IEEE trans,2011. [7] Vidhyalakshmi M*, Vennila G,” Optimum detecting of contour let-based image watermarks in a noisy environment”, Indian J. Innovations Dev., Vol. 1, No. 6, June 2012. [8] Ali mohammad Latif,Ahmad Reza Naghsh-Nilchi,”Digital Image watermarking based on parameters amelioration of parametric slant-Hadamard transform using genetic algorithm”,International journal of innovative computing, information and control,Vol 8,No. 2,February 2012. [9] Elham Shabanali Fami, Shadrokh Samavi, Hoda Rezaee Kaviani,Zohreh Molaei,”Adaptive watermarking in Hadamard transform coefficient of textured image blocks”,The 16th CSI international symposium on artificial intelligence and signal processing,AISP 2012. [10] P. Tsai, Y. C. Hu and H. L. Yeh, “Reversible image hiding scheme using predictive coding and histogram shifting,” Signal Process., Vol . 89, pp. 1129–1143, 2009. [11] Lixin Luo, Zhenyong Chen, Ming Chen, Xiao Zeng and Zhang Xiong ”Reversible watermarking usinginterpolation technique,” IEEE TRANSACTIONS on information forensics and security, Vol . 5(1), 2010.