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Handbook of Digital Face Manipulation and Detection
From DeepFakes to Morphing Attacks
Buch von Christian Rathgeb (u. a.)
Sprache: Englisch

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Beschreibung
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.
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.
Zusammenfassung

Is the first comprehensive book on digital face manipulation detection

Combines for the first time both biometrics and media forensics fields

Includes the point of view of both academic institutions and industry

Is an open access book

Inhaltsverzeichnis
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.
Details
Erscheinungsjahr: 2022
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Advances in Computer Vision and Pattern Recognition
Inhalt: ix
487 S.
11 s/w Illustr.
162 farbige Illustr.
487 p. 173 illus.
162 illus. in color.
ISBN-13: 9783030876630
ISBN-10: 3030876632
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Redaktion: Rathgeb, Christian
Busch, Christoph
Vera-Rodriguez, Ruben
Tolosana, Ruben
Herausgeber: Christian Rathgeb/Ruben Tolosana/Ruben Vera-Rodriguez et al
Auflage: 1st ed. 2022
Hersteller: Springer International Publishing
Advances in Computer Vision and Pattern Recognition
Maße: 241 x 160 x 33 mm
Von/Mit: Christian Rathgeb (u. a.)
Erscheinungsdatum: 01.02.2022
Gewicht: 0,91 kg
Artikel-ID: 120474098
Zusammenfassung

Is the first comprehensive book on digital face manipulation detection

Combines for the first time both biometrics and media forensics fields

Includes the point of view of both academic institutions and industry

Is an open access book

Inhaltsverzeichnis
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.
Details
Erscheinungsjahr: 2022
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Advances in Computer Vision and Pattern Recognition
Inhalt: ix
487 S.
11 s/w Illustr.
162 farbige Illustr.
487 p. 173 illus.
162 illus. in color.
ISBN-13: 9783030876630
ISBN-10: 3030876632
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Redaktion: Rathgeb, Christian
Busch, Christoph
Vera-Rodriguez, Ruben
Tolosana, Ruben
Herausgeber: Christian Rathgeb/Ruben Tolosana/Ruben Vera-Rodriguez et al
Auflage: 1st ed. 2022
Hersteller: Springer International Publishing
Advances in Computer Vision and Pattern Recognition
Maße: 241 x 160 x 33 mm
Von/Mit: Christian Rathgeb (u. a.)
Erscheinungsdatum: 01.02.2022
Gewicht: 0,91 kg
Artikel-ID: 120474098
Warnhinweis