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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

Training a model

This part of the process requires the least amount of manual intervention but will take the longest in terms of compute time. Depending on the model chosen and the hardware in use, this can take anywhere from 12 hours to several weeks to complete.

It is advised to use a relatively lightweight model when creating a deepfake for the first time. Creating swaps is fairly nuanced, and understanding what works and what doesn’t comes with experience. Whilst Faceswap offers several models, starting with the Original or Lightweight model will allow you to gauge the performance of the swap relatively quickly, while not necessarily giving you the best possible final result.

Faceswap comes with numerous configurable settings for models and training. These are available within the Settings menu of the application. To cover all of these settings is well outside of the scope of this walk-through, so default settings will be used unless otherwise stated.

Setting up...

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