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A VTU
PG Program M.TECH Project
Report Format
Prepared by
Prof.B.B.S.Kumar
Ph.D Research Scholar, Senior Assistant Professor,
Dept. of Electronics and Communication Engineering,
RajaRajeswari College of Engineering,
#14, Ramohalli Cross, Mysore Road, Kumbalagodu,
Bengaluru-560074, Karnataka State, India.
Email : bbskumarindia@gmail.com
2014
VISVESVARAYA TECHNOLOGICAL UNIVERSITY
Jnana Sangama, Belgaum – 590014
A PROJECT REPORT
ON
Hybrid Robust Watermarking Technique
based on DWT, DCT and SVD
SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENT FOR THE
AWARD OF DEGREE OF
MASTER OF TECHNOLOGY
IN
DIGITAL ELECTRONICS AND COMMUNICATION
Submitted by
HARISH N J
(USN : 1RR11LEC04)
Under the guidance of
Mr. B B S KUMAR
Senior Assistant Professor
DEPARTMENT OF ELECTRONICS & COMMUNICATION ENGINEERING
RAJARAJESWARI COLLEGE OF ENGINEERING
BENGALURU-560074
2013-2014
RAJARAJESWARI COLLEGE OF ENGINEERING
[ISO Certified 9000:2008, Affiliated to VTU, Belgaum, Approved by AICTE, New Delhi]
#14, Ramohalli Cross, Mysore Road, Kumbalagodu, Bengaluru-74
DEPARTMENT OF ELECTRONICS & COMMUNICATION
ENGINEERING
CERTIFICATE
This is to certified that the project work entitled “HYBRID ROBUST
WATERMARKING TECHNIQUE BASED ON DWT, DCT AND SVD” is a
bonafide work carried out by HARISH N J, with USN: 1RR11LEC004, in
partial fulfillment for the award of Master of Technology in Digital Electronics
and Communication of the Visvesvaraya Technological University, Belgaum
during the year 2013 - 14. It is certified that all corrections/suggestions indicated
for internal assessment have been incorporated in the report deposited in the
departmental library. The project report has been approved as it satisfies the
academic requirements in respect of Project work prescribed for the said Degree.
External Viva
Name of the Examiners: Signature with Date:
1.
2.
Signature of the Guide
Mr. B B S Kumar
Signature of the HOD
Prof. L N Das
Signature of the Principal
Dr. M S Bhagyashekar
DECLARATION
I, HARISH N J (USN:1RR11LEC04), student of 4th
semester M.Tech in Digital Electronics
and Communication, RajaRajeswari College of engineering, Bengaluru, hereby declare that
the project work entitled “HYBRID ROBUST WATERMARKING TECHNIQUE BASED
ON DWT, DCT AND SVD” submitted to the Visvesvaraya Technological University during
the academic year 2013-14, is a record of an original work done by us under the guidance of Mr.
B B S KUMAR, Assistant Professor, Department of Electronics & Communication
Engineering, RajaRajeswari College of Engineering, Bengaluru. This project work is submitted
in partial fulfillment of the requirements for the award of the degree of Master of Technology in
Digital Electronics & Communication. The results embodied in this thesis have not been
submitted to any other university or institute for the award of any degree.
Date:
Place: Bangalore
Harish N J
(1RR11LEC04)
I would like to dedicate this
Project
To my
Beloved Parents
ACKNOWLEDGMENT
Thanksgiving to those who directly and indirectly helped to complete the project work
Ex:
 Chairman
 Principal
 HOD
 Guide
 Co-guide
 Project Co-ordinator
 Teaching Staff and Non Teaching Staff
 Industries/R&D Centre’s/Organisation
 Friends
 Family members
Harish N J
ABSTRACT
 Past & Present trends techniques related to project work few lines
 Project title, Scope of Project
 Implemented on simulation/embedded ex: MATLAB/C++/VB
 Methodology
 Testing
 Experimental results analysis
 Throughput
 Achievements and contributions
 Merits
Contents
Page no.s
Front Page
Certificate
Declaration
Dedication
Acknowledgement
Abstract
Contents
List of Figures
List of Tables
List of Flowcharts
List of Acronyms
Chapters Titles Page no.s
Chapter 1: INTRODUCTION
Chapter 2: LITERATURE SURVEY
Chapter 3: DISCRETE WAVELET TRANSFORM
Chapter 4: GABOR FILTER
Chapter 5: METHODOLOGY
Chapter 6: PROJECT DESIGN
Chapter 7: ALGORITHMS FOR PROJECT DESIGN
Chapter 8: EXPERIMENTAL RESULTS AND DISCUSSION
Chapter 9: CONCLUSION
APPENDIX A
APPENDIX B
REFERENCES
PUBLICATION DURING TENURE IN PG PROGRAM
List of Figures
Page no.s
Fig.1.1 : DWT
Fig.1.2 : DCT
List of Tables
Page no.s
Table 1.1 : DWT
Table 1.2 : DCT
List of Flowcharts
Page no.s
Flowchart 1.1: DWT
Flowchart 1.2: DCT
List of Graphs
Page no.s
Graph 1.1: DWT
Graph 1.2: DCT
List of Equations
Page no.s
Equation 1.1: DWT
Equation 1.2: DCT
List of Acronyms
DWT : Discrete Wavelet Transform
DCT : Discrete Cosine Transform
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 1
Chapter 1(Font size 16 or 14)
INTORDUCTION(Font size 18)
 Give few lines introduction with respective to project related present trends
techniques. (Font size 12, font style Times New Roman) (Line spacing 1.5)
(Paragraph gap 12 point) (Single tap at every paragraph begins)
 Objective of Project, Scope
 Research work contribution- regarding project
 Brief explanation of project.
1.1 Any Industrial/R&D Centre/Organization Visit
(Section font size 16, sub section font size 14)
Mention few lines.
Fig.1.1: Prof.B.B.S.Kumar
Table 1.1: Publications
Sl.No. Publications
Journals 10
Conference 22
1.2 Area of field and domain explanation (in brief )
1.2.1Digital Image Processing (Sub Section-font size 14)
1.3 Structure of Report
Chapter 1:
Chapter 2:
Chapter 3:
.............
.............
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 2
Chapter 2
LITERATURE SURVEY
Give introduction regarding literature survey- Why we need of ?......... few lines
2.1 Base Papers
The order of paper references
Authors Name
Title of paper
Publication(ex : ieee, eslevier....)/Organisation/R&D Centre’s
ISSN or ISBN
Vol No.
Issue No.
pp. No.(ex:1-23, 234-240)
Year of Publication
Write on total 20 paper publication of journals in descending order of year, ex:2014,
2013, 2012, 2011.......................with base paper coming first, mention specifically
2.2 Related Papers
Give brief explanation about paper description.
2.3 Motivation
Regarding- how you motivated to do the project.
2.4 Need of project
Scope
2.5 Previous Existing System
With Demerits brief explanation.
Results & Discussion in brief
Methods
Utility Tools used for implementation
2.6 Proposed System
Explain in brief regarding proposed system comparing with previous work.
Define problem description/definition/statement
Methodology
Project limitation
Merits and Application of proposed system
2.7 Choice of Hardware/Software
Tools used-explain in brief
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 3
Chapter 3
Area of Domain
Ex: DISCRETE WAVELET TRANSFORM
Explanation with
 Diagrams
 Relevant equations
 Merits
 Application
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 4
Chapter 4
Area of Domain
Ex: GABOR FILTER/DCT/SVD
Explanation with
 Diagrams
 Relevant equations
 Merits
 Application
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 5
Chapter 5
METHODOLOGY
With respective to area of research work/ project :
 Pre-history of techniques with present trends implementation
 Diagrams
 Relevant equations
 Merits
 Application
 Methodology related to research project work implementation
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 6
Chapter 6
PROJECT DESIGN(IMPLEMENTATION)
Explanation of working principle of project design/implementation
 Diagrams
 Relevant equations
 Merits
 Application related to project
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 7
Chapter 7
ALGORITHMS FOR PROJECT DESIGN
Example:
7.1 Algorithms of DWT
Flowchart : DWT
7.2 Algorithms of Gabor Filter
Flowchart : Gabor Filter
7.3 Execution of project path link (software/hardware)
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 8
Chapter 8
EXPERIMENTAL RESULTS & DISCUSSION
 Input Specification (if any diagrams and tables)
 Output Specification (if any diagrams and tables)
 Mathematical Analysis…….if any
 Brief explanation of input/output
 Results discussion/research analysis should be proving and disproving with
clarification
 Throughput
 Achievements
 Comparisons…if any(tables, bar charts and graphical characteristics representation)
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 9
Chapter 9
CONCLUSION
Concluding with
 Results analysis-proving and disproving
 Throughput
 Methodology
 With previous existing system and comparisons
 Project work achievements and contributions
9.1 Future Enhancement
Related to project work further what can be modified with present trends
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 10
APPENDIX A
If any specification related to project work, not mentioned in main report
 IC’s pin configuration......if any
 Equations.....if any
 Block diagrams.....if any
 Data sheets…….if any
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 11
APPENDIX B
If any specification related to project work, not mentioned in main report
 Software Description----if any
 Hardware Description---if any
 Data Sheets……if any
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 12
REFERENCES
More than 25+ papers should be given as references.
 In a descending order, publication year wise Ex: 2014, 2013, 2012, 2011, 2010,
2009...................etc.,
 Order of references : paper publication, text books, websites
 Format : IEEE
 References citation should be mention in the main report text, whichever publication
papers/text books/ websites is discussing/explaining related to topics.
ex:[1], [2], [3]………..
Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD
Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 13
PUBLICATION DURING TENURE IN PG PROGRAM
1. B.B.S.Kumar, Dr.P.S.Satyanarayana and Shivakumaraiah B.R, “Image Compression and
De-noising using Discrete Meyer Wavelet Technique”, International Journal of Ethics in
Engineering & Management Education (IJEEE), ISSN: 2348-4748, Vol-1, Issue-7, July
2014. -Awarded BEST PAPER.
Image Compression and De-noising using Discrete Meyer
Wavelet Technique
1
B. B. S. Kumar, 2
Dr.P. S. Satyanarayana and 3
Shivakumaraiah B.R
1
Research Scholar, Asst. Prof., Dept. of ECE, Rajarajeswari College of Engineering, Bangalore, India.
2
Dept. Of ECE, Cambridge Institute of Technology, Bangalore, India.
E-mail : 1
bbskumarindia@yahoo.com, 2
pssvittala@gmail.com, 3
shivakumaraiah.br@gmail.com
Abstract-The main objective is to examine the still image format lossy compression and de-
noising using Discrete Meyer Wavelet Technique. The compression and de-noising is
implemented in software using MATLAB2012b version Wavelet Toolbox and 2-D DWT
technique. The purpose is to analyze compression and denoising using wavelet family such as
Discrete Meyer. The experiments and simulation is carried out on image .jpg formats. This
research work highlighting compression and adding ‘Salt & Pepper’ noise and de-noising.
The scope of the work involves Compression, De-noising and image clarity and to find the
effect of the threshold levels, to find out energy retained (Image Recovery) and lost, to find
PSNR and MSE.The wavelet differs from each other in PSNR and MSE. This method is
compared and classified in terms of its efficiency at different threshold values. Therefore, the
image recovery is good and clarity, but the percentage of compression and retaining the
energy is different. In order to quantify the performance of the de-noising, a ‘Salt & Pepper’
noise is added to the image and given as input to the de-noising algorithm, which produces an
image close to the original image.
Index Terms: Peak Signal to Noise Ratio (PNSR), Mean Square Error (MSE), Two
Dimensional Discrete Wavelet Transform(2DDWT).
 Attachment of National/International Conference(if any technical presentations)
certificate photocopy
 Attachment of any awards received certificate photocopy

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VTU PG Program-M.Tech Project Report Format

  • 1. A VTU PG Program M.TECH Project Report Format Prepared by Prof.B.B.S.Kumar Ph.D Research Scholar, Senior Assistant Professor, Dept. of Electronics and Communication Engineering, RajaRajeswari College of Engineering, #14, Ramohalli Cross, Mysore Road, Kumbalagodu, Bengaluru-560074, Karnataka State, India. Email : bbskumarindia@gmail.com 2014
  • 2. VISVESVARAYA TECHNOLOGICAL UNIVERSITY Jnana Sangama, Belgaum – 590014 A PROJECT REPORT ON Hybrid Robust Watermarking Technique based on DWT, DCT and SVD SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENT FOR THE AWARD OF DEGREE OF MASTER OF TECHNOLOGY IN DIGITAL ELECTRONICS AND COMMUNICATION Submitted by HARISH N J (USN : 1RR11LEC04) Under the guidance of Mr. B B S KUMAR Senior Assistant Professor DEPARTMENT OF ELECTRONICS & COMMUNICATION ENGINEERING RAJARAJESWARI COLLEGE OF ENGINEERING BENGALURU-560074 2013-2014
  • 3. RAJARAJESWARI COLLEGE OF ENGINEERING [ISO Certified 9000:2008, Affiliated to VTU, Belgaum, Approved by AICTE, New Delhi] #14, Ramohalli Cross, Mysore Road, Kumbalagodu, Bengaluru-74 DEPARTMENT OF ELECTRONICS & COMMUNICATION ENGINEERING CERTIFICATE This is to certified that the project work entitled “HYBRID ROBUST WATERMARKING TECHNIQUE BASED ON DWT, DCT AND SVD” is a bonafide work carried out by HARISH N J, with USN: 1RR11LEC004, in partial fulfillment for the award of Master of Technology in Digital Electronics and Communication of the Visvesvaraya Technological University, Belgaum during the year 2013 - 14. It is certified that all corrections/suggestions indicated for internal assessment have been incorporated in the report deposited in the departmental library. The project report has been approved as it satisfies the academic requirements in respect of Project work prescribed for the said Degree. External Viva Name of the Examiners: Signature with Date: 1. 2. Signature of the Guide Mr. B B S Kumar Signature of the HOD Prof. L N Das Signature of the Principal Dr. M S Bhagyashekar
  • 4. DECLARATION I, HARISH N J (USN:1RR11LEC04), student of 4th semester M.Tech in Digital Electronics and Communication, RajaRajeswari College of engineering, Bengaluru, hereby declare that the project work entitled “HYBRID ROBUST WATERMARKING TECHNIQUE BASED ON DWT, DCT AND SVD” submitted to the Visvesvaraya Technological University during the academic year 2013-14, is a record of an original work done by us under the guidance of Mr. B B S KUMAR, Assistant Professor, Department of Electronics & Communication Engineering, RajaRajeswari College of Engineering, Bengaluru. This project work is submitted in partial fulfillment of the requirements for the award of the degree of Master of Technology in Digital Electronics & Communication. The results embodied in this thesis have not been submitted to any other university or institute for the award of any degree. Date: Place: Bangalore Harish N J (1RR11LEC04)
  • 5. I would like to dedicate this Project To my Beloved Parents
  • 6. ACKNOWLEDGMENT Thanksgiving to those who directly and indirectly helped to complete the project work Ex:  Chairman  Principal  HOD  Guide  Co-guide  Project Co-ordinator  Teaching Staff and Non Teaching Staff  Industries/R&D Centre’s/Organisation  Friends  Family members Harish N J
  • 7. ABSTRACT  Past & Present trends techniques related to project work few lines  Project title, Scope of Project  Implemented on simulation/embedded ex: MATLAB/C++/VB  Methodology  Testing  Experimental results analysis  Throughput  Achievements and contributions  Merits
  • 8. Contents Page no.s Front Page Certificate Declaration Dedication Acknowledgement Abstract Contents List of Figures List of Tables List of Flowcharts List of Acronyms Chapters Titles Page no.s Chapter 1: INTRODUCTION Chapter 2: LITERATURE SURVEY Chapter 3: DISCRETE WAVELET TRANSFORM Chapter 4: GABOR FILTER Chapter 5: METHODOLOGY Chapter 6: PROJECT DESIGN Chapter 7: ALGORITHMS FOR PROJECT DESIGN Chapter 8: EXPERIMENTAL RESULTS AND DISCUSSION Chapter 9: CONCLUSION APPENDIX A APPENDIX B REFERENCES PUBLICATION DURING TENURE IN PG PROGRAM
  • 9. List of Figures Page no.s Fig.1.1 : DWT Fig.1.2 : DCT
  • 10. List of Tables Page no.s Table 1.1 : DWT Table 1.2 : DCT
  • 11. List of Flowcharts Page no.s Flowchart 1.1: DWT Flowchart 1.2: DCT
  • 12. List of Graphs Page no.s Graph 1.1: DWT Graph 1.2: DCT
  • 13. List of Equations Page no.s Equation 1.1: DWT Equation 1.2: DCT
  • 14. List of Acronyms DWT : Discrete Wavelet Transform DCT : Discrete Cosine Transform
  • 15. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 1 Chapter 1(Font size 16 or 14) INTORDUCTION(Font size 18)  Give few lines introduction with respective to project related present trends techniques. (Font size 12, font style Times New Roman) (Line spacing 1.5) (Paragraph gap 12 point) (Single tap at every paragraph begins)  Objective of Project, Scope  Research work contribution- regarding project  Brief explanation of project. 1.1 Any Industrial/R&D Centre/Organization Visit (Section font size 16, sub section font size 14) Mention few lines. Fig.1.1: Prof.B.B.S.Kumar Table 1.1: Publications Sl.No. Publications Journals 10 Conference 22 1.2 Area of field and domain explanation (in brief ) 1.2.1Digital Image Processing (Sub Section-font size 14) 1.3 Structure of Report Chapter 1: Chapter 2: Chapter 3: ............. .............
  • 16. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 2 Chapter 2 LITERATURE SURVEY Give introduction regarding literature survey- Why we need of ?......... few lines 2.1 Base Papers The order of paper references Authors Name Title of paper Publication(ex : ieee, eslevier....)/Organisation/R&D Centre’s ISSN or ISBN Vol No. Issue No. pp. No.(ex:1-23, 234-240) Year of Publication Write on total 20 paper publication of journals in descending order of year, ex:2014, 2013, 2012, 2011.......................with base paper coming first, mention specifically 2.2 Related Papers Give brief explanation about paper description. 2.3 Motivation Regarding- how you motivated to do the project. 2.4 Need of project Scope 2.5 Previous Existing System With Demerits brief explanation. Results & Discussion in brief Methods Utility Tools used for implementation 2.6 Proposed System Explain in brief regarding proposed system comparing with previous work. Define problem description/definition/statement Methodology Project limitation Merits and Application of proposed system 2.7 Choice of Hardware/Software Tools used-explain in brief
  • 17. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 3 Chapter 3 Area of Domain Ex: DISCRETE WAVELET TRANSFORM Explanation with  Diagrams  Relevant equations  Merits  Application
  • 18. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 4 Chapter 4 Area of Domain Ex: GABOR FILTER/DCT/SVD Explanation with  Diagrams  Relevant equations  Merits  Application
  • 19. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 5 Chapter 5 METHODOLOGY With respective to area of research work/ project :  Pre-history of techniques with present trends implementation  Diagrams  Relevant equations  Merits  Application  Methodology related to research project work implementation
  • 20. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 6 Chapter 6 PROJECT DESIGN(IMPLEMENTATION) Explanation of working principle of project design/implementation  Diagrams  Relevant equations  Merits  Application related to project
  • 21. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 7 Chapter 7 ALGORITHMS FOR PROJECT DESIGN Example: 7.1 Algorithms of DWT Flowchart : DWT 7.2 Algorithms of Gabor Filter Flowchart : Gabor Filter 7.3 Execution of project path link (software/hardware)
  • 22. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 8 Chapter 8 EXPERIMENTAL RESULTS & DISCUSSION  Input Specification (if any diagrams and tables)  Output Specification (if any diagrams and tables)  Mathematical Analysis…….if any  Brief explanation of input/output  Results discussion/research analysis should be proving and disproving with clarification  Throughput  Achievements  Comparisons…if any(tables, bar charts and graphical characteristics representation)
  • 23. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 9 Chapter 9 CONCLUSION Concluding with  Results analysis-proving and disproving  Throughput  Methodology  With previous existing system and comparisons  Project work achievements and contributions 9.1 Future Enhancement Related to project work further what can be modified with present trends
  • 24. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 10 APPENDIX A If any specification related to project work, not mentioned in main report  IC’s pin configuration......if any  Equations.....if any  Block diagrams.....if any  Data sheets…….if any
  • 25. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 11 APPENDIX B If any specification related to project work, not mentioned in main report  Software Description----if any  Hardware Description---if any  Data Sheets……if any
  • 26. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 12 REFERENCES More than 25+ papers should be given as references.  In a descending order, publication year wise Ex: 2014, 2013, 2012, 2011, 2010, 2009...................etc.,  Order of references : paper publication, text books, websites  Format : IEEE  References citation should be mention in the main report text, whichever publication papers/text books/ websites is discussing/explaining related to topics. ex:[1], [2], [3]………..
  • 27. Hybrid Robust Watermarking Technique Based on DWT, DCT and SVD Dept. of ECE, M.Tech(DEC), RRCE, Bengaluru 2013-14 Page 13 PUBLICATION DURING TENURE IN PG PROGRAM 1. B.B.S.Kumar, Dr.P.S.Satyanarayana and Shivakumaraiah B.R, “Image Compression and De-noising using Discrete Meyer Wavelet Technique”, International Journal of Ethics in Engineering & Management Education (IJEEE), ISSN: 2348-4748, Vol-1, Issue-7, July 2014. -Awarded BEST PAPER. Image Compression and De-noising using Discrete Meyer Wavelet Technique 1 B. B. S. Kumar, 2 Dr.P. S. Satyanarayana and 3 Shivakumaraiah B.R 1 Research Scholar, Asst. Prof., Dept. of ECE, Rajarajeswari College of Engineering, Bangalore, India. 2 Dept. Of ECE, Cambridge Institute of Technology, Bangalore, India. E-mail : 1 bbskumarindia@yahoo.com, 2 pssvittala@gmail.com, 3 shivakumaraiah.br@gmail.com Abstract-The main objective is to examine the still image format lossy compression and de- noising using Discrete Meyer Wavelet Technique. The compression and de-noising is implemented in software using MATLAB2012b version Wavelet Toolbox and 2-D DWT technique. The purpose is to analyze compression and denoising using wavelet family such as Discrete Meyer. The experiments and simulation is carried out on image .jpg formats. This research work highlighting compression and adding ‘Salt & Pepper’ noise and de-noising. The scope of the work involves Compression, De-noising and image clarity and to find the effect of the threshold levels, to find out energy retained (Image Recovery) and lost, to find PSNR and MSE.The wavelet differs from each other in PSNR and MSE. This method is compared and classified in terms of its efficiency at different threshold values. Therefore, the image recovery is good and clarity, but the percentage of compression and retaining the energy is different. In order to quantify the performance of the de-noising, a ‘Salt & Pepper’ noise is added to the image and given as input to the de-noising algorithm, which produces an image close to the original image. Index Terms: Peak Signal to Noise Ratio (PNSR), Mean Square Error (MSE), Two Dimensional Discrete Wavelet Transform(2DDWT).  Attachment of National/International Conference(if any technical presentations) certificate photocopy  Attachment of any awards received certificate photocopy