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Exploring Deepfakes

You're reading from   Exploring Deepfakes Deploy powerful AI techniques for face replacement and more with this comprehensive guide

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Product type Paperback
Published in Mar 2023
Publisher Packt
ISBN-13 9781801810692
Length 192 pages
Edition 1st Edition
Languages
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Authors (2):
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Matt Tora Matt Tora
Author Profile Icon Matt Tora
Matt Tora
Bryan Lyon Bryan Lyon
Author Profile Icon Bryan Lyon
Bryan Lyon
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Table of Contents (15) Chapters Close

Preface 1. Part 1: Understanding Deepfakes
2. Chapter 1: Surveying Deepfakes FREE CHAPTER 3. Chapter 2: Examining Deepfake Ethics and Dangers 4. Chapter 3: Acquiring and Processing Data 5. Chapter 4: The Deepfake Workflow 6. Part 2: Getting Hands-On with the Deepfake Process
7. Chapter 5: Extracting Faces 8. Chapter 6: Training a Deepfake Model 9. Chapter 7: Swapping the Face Back into the Video 10. Part 3: Where to Now?
11. Chapter 8: Applying the Lessons of Deepfakes 12. Chapter 9: The Future of Generative AI 13. Index 14. Other Books You May Enjoy

The Deepfake Workflow

Creating a deepfake is an involved process. The tools within the various software applications help to significantly reduce the amount of manual work required; however, they do not eliminate this requirement entirely. Most of this manual work involves collecting and curating source material, as well as cleaning up data for the final swap.

Whilst there are various applications available for creating deepfakes this chapter will use the open source software Faceswap (http://www.Faceswap.dev). The general workflow for creating a deepfake is the same from application to application, but you will find the nuances and available options vary between packages.

It is also worth noting that Faceswap, at its core, is a command-line application. However, it also comes with a GUI that acts as a wrapper to launch the various processes. Within this chapter, the GUI will be used to illustrate the workflow; however, most of the tasks performed here can also be run from the...

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