- 148 pages
- English
- ePUB (mobile friendly)
- Available on iOS & Android
eBook - ePub
About this book
Deepfakes is a synthetic media that leverage powerful Artificial Intelligence (AI) and machine learning (ML) techniques to generate fake visual and audio content that are extremely realistic, thus making it very hard for a human to distinguish from the original ones. Apart from technological introduction to the Deepfakes concept, the book details algorithms to detect Deepfakes, techniques for identifying manipulated content and identifying face swap, generative adversarial neural networks, media forensic techniques, deep learning architectures, forensic analysis of DeepFakes and so forth.
- Provides a technical introduction to DeepFakes, its benefits, and the potential harms
- Presents practical approaches of creation and detection of DeepFakes using Deep Learning (DL) Techniques
- Draws attention towards various challenging issues and societal impact of DeepFakes with their existing solutions
- Includes research analysis in the domain of DL fakes for assisting the creation and detection of DeepFakes applications
- Discusses future research directions with emergence of DeepFakes technology
This book is aimed at graduate students, researchers and professionals in data science, artificial intelligence, computer vision, and machine learning.
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Table of contents
- Cover
- Half-Title Page
- Title Page
- Copyright Page
- Dedication
- Table of Contents
- Preface
- Acknowledgments
- Editor Biography
- Contributors
- 1 Introduction to DeepFake Technologies
- 2 DeepFakes: A Systematic Review and Bibliometric Analysis
- 3 Deep Learning Techniques for Creation of DeepFakes
- 4 Analyzing DeepFakes Videos by Face Warping Artifacts
- 5 Development of Image Translating Model to Counter Adversarial Attacks
- 6 Detection of DeepFakes Using Local Features and Convolutional Neural Network
- 7 DeepFakes: Positive Cases
- 8 Threats and Challenges by DeepFake Technology
- 9 DeepFakes, Media, and Societal Impacts
- 10 Fake News Detection Using Machine Learning
- 11 Future of DeepFakes and Ectypes
- Index
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Yes, you can access DeepFakes by Loveleen Gaur in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Science General. We have over one million books available in our catalogue for you to explore.