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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

Preparing to convert video

Conversion is not just a “one-and-done” script. It requires you to have turned a video into a series of frames and run C5-face_detection.py on those frames. This gets the data that you need for the conversion process in the right form. The conversion process will require the full extraction of every frame, as well as the face_alignments.json file that is generated by the extract process:

Figure 7.1 – Example of a folder that has been extracted already. Note the face_images folder created by the extract process

Figure 7.1 – Example of a folder that has been extracted already. Note the face_images folder created by the extract process

If you haven’t done the extract process on the video you want to convert, then you should go back to Chapter 5, Extracting Faces, and extract the video.

We need to do this because this is how the model knows which faces to convert. AI can detect all faces in a frame but won’t know which ones should be swapped, meaning that all faces will be swapped. By running the extract process and...

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