DeepFakes: Creation, Detection, and Impact
Author: Loveleen Gaur
Publisher finelybook 出版社: CRC Press; 1st edition (September 8, 2022)
Language 语言: English
Print Length 页数: 148 pages
ISBN-10: 103213920X
ISBN-13: 9781032139203
Book Description
Deepfakes is a synthetic media that leverage powerful AI and ML techniques to generate fake visual and audio content that are extremely realistic and makes it very hard for a human to distinguish from the original ones. 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.
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.
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