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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

Summary

In this chapter, we ran the convert process on a folder full of images, replacing the faces using a trained model. We also turned the images back into a video, including changes to account for frame rate and copying audio.

We started by going over how to prepare a video for conversion. The convert process requires data created by the extract process from Chapter 5, Extracting Faces, and a trained AI model from Chapter 6, Training a Deepfake Model. With all the parts from the previous chapters, we were ready to convert.

We then walked through the code for the conversion process. This involved looking at the initialization, where we covered getting the Python script ready to operate. We then loaded the AI models and got them set up to work on a GPU if we have one. Next, we got the data ready for us to convert the faces in each frame. Finally, we ran two nested loops, which processed every face in every frame, swapping them to the other face. This part gave us a folder filled...

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