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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 power of masking images

When you take a photograph, you are capturing everything that the camera sees. However, the chances are that you’re not equally interested in every part of the image. If you’re on vacation, you might take a selfie of yourself in front of a waterfall, and while you value yourself and the waterfall, you care less about the cars or other people in the image. While you can’t remove the cars without adding something into the gaps for your vacation photos, sometimes, you’re only interested in the main subject and might want to cut it from the rest of the image.

With deepfakes, we can use a mask to help us remove the face from the image so that we replace only the face and leave the rest of the image alone. In other AI tasks, you might have similar needs but different objects that you want to cut out:

Figure 8.3 – An example of the mask used in the deepfake process

Figure 8.3 – An example of the mask used in the deepfake process

Next, let’s look at other...

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