Frontiers in fake media generation and detection / Mahdi Khosravy, Isao Echizen, Noboru Babaguchi, editors.

The book presents recent advances in the generation and detection of fake multimedia. It also presents some frontiers in defensive techniques in front of skillfully cloned media. The ultimate purpose of the research direction presented by this book is to build up a trustworthy media network benefite...

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Bibliographic Details
Other Authors: Khosravy, Mahdi (Editor), Echizen, Isao (Editor), Babaguchi, Noboru (Editor)
Format: eBook
Language:English
Published: Singapore : Springer, 2022.
Series:Studies in autonomic, data-driven and industrial computing,
Subjects:
Online Access:Click for online access
Table of Contents:
  • Part 1: Introduction
  • Chapter 1. Deepfakes and Society: What lies ahead?
  • Chapter 2. Adversarial Examples and Defenses
  • Part 2: Fake Media Generation
  • Chapter 3. Adversarial Attacks
  • Chapter 4. Robust Deepfake On Unrestricted Media: Generation And Detection
  • Chapter 5. Spoofing Tweet Generator considering Points of Interest of Target User
  • Part 3: Fake Media Detection
  • Chapter 6. Defense Against Adversarial Attacks
  • Chapter 7. Adversarial Defense with Secret Key
  • Chapter 8. A Practical Guide to Logical Access Voice Presentation Attack Detection
  • Chapter 9. Cross-Domain Fake News Detection on Social Media: A Context-Aware Adversarial Approach
  • Part 4: Further Topics and Trends
  • Chapter 10. Recognizer Cloning Attack on Image Recognition Services and Its Defending Method
  • Chapter 11. Dynamic deception using social media.