ABSTRACT

Deepfakes is a synthetic media that leverage powerful Artificial Intelligence (AI) and machine learning (ML) techniques to generate fake visual and audio content that are extremely realistic, thus making it very hard for a human to distinguish from the original ones. Apart from technological introduction to the 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.

  • Provides a technical introduction to DeepFakes, its benefits, and the potential harms
  • Presents practical approaches of creation and detection of DeepFakes using Deep Learning (DL) Techniques
  • Draws attention towards various challenging issues and societal impact of DeepFakes with their existing solutions
  • Includes research analysis in the domain of DL fakes for assisting the creation and detection of DeepFakes applications
  • Discusses future research directions with emergence of DeepFakes technology

This book is aimed at graduate students, researchers and professionals in data science, artificial intelligence, computer vision, and machine learning.

chapter 1|8 pages

Introduction to DeepFake Technologies

ByLoveleen Gaur, Saurav Mallik, Noor Zaman Jhanjhi

chapter 2|14 pages

DeepFakes

A Systematic Review and Bibliometric Analysis
ByLoveleen Gaur, Jyoti Rana, Amlan Chakrabarti

chapter 3|12 pages

Deep Learning Techniques for Creation of DeepFakes

ByLoveleen Gaur, Gursimar Kaur Arora, Noor Zaman Jhanjhi

chapter 4|21 pages

Analyzing DeepFakes Videos by Face Warping Artifacts

ByAjantha Devi Vairamani

chapter 5|16 pages

Development of Image Translating Model to Counter Adversarial Attacks

ByLoveleen Gaur, Mohan Bhandari, Tanvi Razdan

chapter 6|17 pages

Detection of DeepFakes Using Local Features and Convolutional Neural Network

ByShreya Rastogi, Amit Kumar Mishra, Loveleen Gaur

chapter 7|8 pages

DeepFakes

Positive Cases
ByLoveleen Gaur, Gursimar Kaur Arora

chapter 8|15 pages

Threats and Challenges by DeepFake Technology

ByMamta Sareen

chapter 9|6 pages

DeepFakes, Media, and Societal Impacts

ByShubha Mishra, Piyush Kumar Shukla, Ratish Agrawal

chapter 10|13 pages

Fake News Detection Using Machine Learning

BySonali Raturi, Amit Kumar Mishra, Srabanti Maji

chapter 11|11 pages

Future of DeepFakes and Ectypes

ByLoveleen Gaur, Mansi Ratta, Adesh Gaur