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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

Extraction is the first step of the training process. In this chapter, we examined the data that we will need in later steps as well as the process of extracting the required training data from the source images. We went hands-on with the process, using multiple AIs to detect and landmark faces and generate a mask, as well as the necessary steps to process and save that data.

The C5-face_detection.py file can process a directory of images. So, we covered how to convert a video into a directory of images and how to process that directory through the script. The script creates all the files you need for training and some interesting debug images that let you visualize each of the processes the detector uses to process the images. We then looked at the entire process, line by line, so that we knew exactly what was going on inside that script, learning not just what was being output, but exactly how that output was created.

After finishing the detection process, you can go...

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