Frontiers in Fake Media Generation and Detection
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Beschreibung
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.
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.
Presents recent advances in the generation and detection of fake multimedia Focusses on applications of deep generative models in the generation of fake multimedia Serves as a reference resource for graduates, researchers and lecturers in forensic science, artificial intelligence, and machine learning
Autor*in
Mahdi Khosravy
Themen in »Frontiers in Fake Media Generation and Detection«
Generative Models Cloned Recognizers Clone Attack Adversarial Detection Adversarial Defense Data Anonymization