Frontiers in fake media generation and detection / Mahdi Khosravy, Isao Echizen, Noboru Babaguchi, editors.
Khosravy, Mahdi, editor.; Echizen, Isao, editor.; Babaguchi, Noboru, editor.
2022
PN4784.F27 F766 2022eb
Available Online

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Title Frontiers in fake media generation and detection / Mahdi Khosravy, Isao Echizen, Noboru Babaguchi, editors.
ISBN 9789811915246 (ebook)
9811915245 (ebook)
9789811915239 (hardback)
DOI https://doi.org/10.1007/978-981-19-1524-6
Published Singapore : Springer, 2022.
Language English
Description 1 online resource (xvi, 273 pages) : illustrations (some color).
Other Standard Identifiers 10.1007/978-981-19-1524-6 doi
Call Number PN4784.F27 F766 2022eb
Dewey Decimal Classification 303.3/75
Summary 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 benefited by an iron dome in front of media clones' attacks. The book focusses on (1) applications of deep generative models in the generation of fake multimedia, and (2) cyber-defensive and detective techniques in front of cyberattacks. The book is composed of three parts: (i) introduction, (ii) fake media generation, and (iii) fake media detection.
Bibliography, etc. Note Includes bibliographical references.
Access Note Access limited to authorized users.
Source of Description Online resource; title from PDF title page (SpringerLink, viewed June 2, 2022).
Added Author Khosravy, Mahdi, editor.
Echizen, Isao, editor.
Babaguchi, Noboru, editor.
Series Studies in autonomic, data-driven and industrial computing, 2730-6445
Available in Other Form Frontiers in fake media generation and detection.
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
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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.

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