Multimedia Security, Volume 1

Book description

Today, more than 80% of the data transmitted over networks and archived on our computers, tablets, cell phones or clouds is multimedia data - images, videos, audio, 3D data. The applications of this data range from video games to healthcare, and include computer-aided design, video surveillance and biometrics.

It is becoming increasingly urgent to secure this data, not only during transmission and archiving, but also during its retrieval and use. Indeed, in today’s "all-digital" world, it is becoming ever-easier to copy data, view it unrightfully, steal it or falsify it.

Multimedia Security 1 analyzes the issues of the authentication of multimedia data, code and the embedding of hidden data, both from the point of view of defense and attack. Regarding the embedding of hidden data, it also covers invisibility, color, tracing and 3D data, as well as the detection of hidden messages in an image by steganalysis.

Table of contents

  1. Cover
  2. Title Page
  3. Copyright
  4. Foreword by Gildas Avoine
  5. Foreword by Cédric Richard
  6. Preface
  7. 1 How to Reconstruct the History of a Digital Image, and of Its Alterations
    1. 1.1. Introduction
    2. 1.2. Describing the image processing chain
    3. 1.3. Traces left on noise by image manipulation
    4. 1.4. Demosaicing and its traces
    5. 1.5. JPEG compression, its traces and the detection of its alterations
    6. 1.6. Internal similarities and manipulations
    7. 1.7. Direct detection of image manipulation
    8. 1.8. Conclusion
    9. 1.9. References
  8. 2 Deep Neural Network Attacks and Defense: The Case of Image Classification
    1. 2.1. Introduction
    2. 2.2. Adversarial images: definition
    3. 2.3. Attacks: making adversarial images
    4. 2.4. Defenses
    5. 2.5. Conclusion
    6. 2.6. References
  9. 3 Codes and Watermarks
    1. 3.1. Introduction
    2. 3.2. Study framework: robust watermarking
    3. 3.3. Index modulation
    4. 3.4. Error-correcting codes approach
    5. 3.5. Contradictory objectives of watermarking: the impact of codes
    6. 3.6. Latest developments in the use of correction codes for watermarking
    7. 3.7. Illustration of the influence of the type of code, according to the attacks
    8. 3.8. Using the rank metric
    9. 3.9. Conclusion
    10. 3.10. References
  10. 4 Invisibility
    1. 4.1. Introduction
    2. 4.2. Color watermarking: an approach history?
    3. 4.3. Quaternionic context for watermarking color images
    4. 4.4. Psychovisual approach to color watermarking
    5. 4.5. Conclusion
    6. 4.6. References
  11. 5 Steganography: Embedding Data Into Multimedia Content
    1. 5.1. Introduction and theoretical foundations
    2. 5.2. Fundamental principles
    3. 5.3. Digital image steganography: basic methods
    4. 5.4. Advanced principles in steganography
    5. 5.5. Conclusion
    6. 5.6. References
  12. 6 Traitor Tracing
    1. 6.1. Introduction
    2. 6.2. The original Tardos code
    3. 6.3. Tardos and his successors
    4. 6.4. Research of better score functions
    5. 6.5. How to find a better threshold
    6. 6.6. Conclusion
    7. 6.7. References
  13. 7 3D Watermarking
    1. 7.1. Introduction
    2. 7.2. Preliminaries
    3. 7.3. Synchronization
    4. 7.4. 3D data hiding
    5. 7.5. Presentation of a high-capacity data hiding method
    6. 7.6. Improvements
    7. 7.7. Experimental results
    8. 7.8. Trends in high-capacity 3D data hiding
    9. 7.9. Conclusion
    10. 7.10. References
  14. 8 Steganalysis: Detection of Hidden Data in Multimedia Content
    1. 8.1. Introduction, challenges and constraints
    2. 8.2. Incompatible signature detection
    3. 8.3. Detection using statistical methods
    4. 8.4. Supervised learning detection
    5. 8.5. Detection by deep neural networks
    6. 8.6. Current avenues of research
    7. 8.7. Conclusion
    8. 8.8. References
  15. List of Authors
  16. Index
  17. End User License Agreement

Product information

  • Title: Multimedia Security, Volume 1
  • Author(s): William Puech
  • Release date: March 2022
  • Publisher(s): Wiley-ISTE
  • ISBN: 9781789450262