Handbook of Digital Face Manipulation and Detection -

Handbook of Digital Face Manipulation and Detection

From DeepFakes to Morphing Attacks
Buch | Softcover
IX, 487 Seiten
2022 | 1st ed. 2022
Springer International Publishing (Verlag)
978-3-030-87666-1 (ISBN)
42,79 inkl. MwSt

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.

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.

Erscheinungsdatum
Reihe/Serie Advances in Computer Vision and Pattern Recognition
Zusatzinfo IX, 487 p. 173 illus., 162 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 759 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Schlagworte biometric recognition • Deepfakes • Face Manipulation Detection • image processing and pattern recognition • Media Forensic • open access
ISBN-10 3-030-87666-7 / 3030876667
ISBN-13 978-3-030-87666-1 / 9783030876661
Zustand Neuware
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