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What is Deepfakes

Deep Natural Language Processing and AI Applications for Industry 5.0
Deepfakes are artificial media in which an individual in a source picture or video is substituted by someone else by using the deep learning methods.
Published in Chapter:
Recent Trends in Deepfake Detection
Kerenalli Sudarshana (GITAM School of Technology, Bengaluru, India) and Mylarareddy C. (GITAM School of Technology, Bengaluru, India)
DOI: 10.4018/978-1-7998-7728-8.ch001
Abstract
Almost 59% of the world's population is on the internet, and in 2020, globally, there were more than 3.81 billion individual social network users. Eighty-six percent of the internet users were fooled to spread fake news. The advanced artificial intelligence (AI) algorithms can generate fake digital content that appears to be realistic. The generated content can deceive the users into believing it is real. These fabricated contents are termed deepfakes. The common category of deepfakes is video deepfakes. The deep learning techniques, such as auto-encoders and generative adversarial network (GAN), generate near realistic digital content. The content generated poses a serious threat to the multiple dimensions of human life and civil society. This chapter provides a comprehensive discussion on deepfake generation, detection techniques, deepfake generation tools, datasets, applications, and research trends.
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More Results
Flattening the Curve of Fake News in the Epoch of Infodemic: An Epistemic Challenge
Defined as the deliberate manipulation of media using AI driven software to skew the context of audio, images, or video in an effort to promote a particular point of view.
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Out of Our Minds: Ontology and Embodied Media in a Post-Human Paradigm
A machine learning process that uses visual data about a face to mutate, modulate or transpose onto another actor. The cumulative effect is that the target object appears to be the source object, while using the target’s expressions.
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Teaching and Assessing Data Literacy for Adolescent Learners
An image synthesis technique based on artificial intelligence used to combine manipulated images and videos onto original images or videos, of which outcomes are fake images and videos where persons perform an action or speech that never occurred.
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Educating the Public to Combat Online Defamation, Doxing, and Impersonation
Deepfakes are videos featuring humans manipulated by computational intelligence. Deepfakes can be used to impersonate individuals while conveying disinformation or defamatory information.
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Privacy and Other Legal Concerns in the Wake of Deepfake Technology: Comparative Study of India, US, and China
Deceptive fake digital content created using AI and deep learning, which allows manipulation of original content. It may be for a positive or negative use.
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