Deepfakes: Creation, Detection, and Impact

ISBN-13: 9781032139203 / Angielski / Twarda / 2022 / 184 str.

Loveleen Gaur

Opis

Apart from technological introduction to deepfakes concept, the book details algorithms to detect deepfakes, techniques for identifying manipulated content and identifying face swap, generative adversarial neural networks, media forensic techniques, deep learning architectures, forensic analysis of deepfakes and so forth.

Spis treści

1. Introduction to DeepFake technologies  2. DeepFakes: A Systematic Review and Bibliometric Analysis  3. Deep Learning Techniques for Creation of DeepFakes  4. Analyzing DeepFakes Videos by face warping artifacts  5. Development of image translating model to counter Adversarial attacks  6. Detection of DeepFakes using local features and Convolutional Neural Network  7. DeepFakes: Positive Cases  8. Threats and challenges by DeepFake Technology  9. DeepFakes, media, and societal impacts  10. Fake News Detection using Machine Learning  11. Future of DeepFakes & Ectypes