Handbook of digital face manipulation and detection : from DeepFakes to morphing attacks / Christian Rathgeb, Ruben Tolosana, Ruben Vera-Rodriguez, Christoph Busch, editors.
2022
TA1637 .H36 2022
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Details
Title
Handbook of digital face manipulation and detection : from DeepFakes to morphing attacks / Christian Rathgeb, Ruben Tolosana, Ruben Vera-Rodriguez, Christoph Busch, editors.
ISBN
9783030876647 (electronic bk.)
3030876640 (electronic bk.)
9783030876630
3030876640 (electronic bk.)
9783030876630
Published
Cham : Springer, [2022]
Copyright
©2022
Language
English
Description
1 online resource (481 pages) : illustrations (chiefly color).
Item Number
10.1007/978-3-030-87664-7 doi
Call Number
TA1637 .H36 2022
Dewey Decimal Classification
621.36/7
Summary
This open access book provides the first comprehensive collection of studies dealing with the hot topic of digital face manipulation such as DeepFakes, Face Morphing, or Reenactment. It combines the research fields of biometrics and media forensics including contributions from academia and industry. Appealing to a broad readership, introductory chapters provide a comprehensive overview of the topic, which address readers wishing to gain a brief overview of the state-of-the-art. Subsequent chapters, which delve deeper into various research challenges, are oriented towards advanced readers. Moreover, the book provides a good starting point for young researchers as well as a reference guide pointing at further literature. Hence, the primary readership is academic institutions and industry currently involved in digital face manipulation and detection. The book could easily be used as a recommended text for courses in image processing, machine learning, media forensics, biometrics, and the general security area.
Note
Includes index.
Access Note
Open access
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text file PDF
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Description based upon print version of record.
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Series
Advances in computer vision and pattern recognition.
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Table of Contents
Part I - Introduction: 1. Digital Face Manipulation: An Introduction
2. Face Manipulation in Biometric Systems
3. Face Manipulation in Media Forensics
Part II - Face Manipulation Detection Methods: 4. DeepFakes Manipulation
5. DeepFakes Detection
6. Attacking Face Recognition Systems with DeepFakes.
2. Face Manipulation in Biometric Systems
3. Face Manipulation in Media Forensics
Part II - Face Manipulation Detection Methods: 4. DeepFakes Manipulation
5. DeepFakes Detection
6. Attacking Face Recognition Systems with DeepFakes.