articleIEEE AccessJan 1, 2022GOLD OA

DeepFake Detection for Human Face Images and Videos: A Survey

Aligarh Muslim University · Okayama University · +2 more institutions

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Abstract

Techniques for creating and manipulating multimedia information have progressed to the point where they can now ensure a high degree of realism. DeepFake is a generative deep learning algorithm that creates or modifies face features in a superrealistic form, in which it is difficult to distinguish between real and fake features. This technology has greatly advanced and promotes a wide range of applications in TV channels, video game industries, and cinema, such as improving visual effects in movies, as well as a variety of criminal activities, such as misinformation generation by mimicking famous people. To identify and classify DeepFakes, research in DeepFake detection using deep neural networks (DNNs) has…

Citation impact

250
total citations
FWCI
22.02
Percentile
100%
References
143
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Authors

4

Topics & keywords

Keywords
  • Computer science
  • sort
  • Face (sociological concept)
  • Artificial intelligence
  • Misinformation
  • Deep learning
  • Deep neural networks
  • Data science
UN Sustainable Development Goals
  • Peace, Justice and strong institutions
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