Publication Details

Creation and detection of malicious synthetic media - a preliminary survey on deepfakes

FIRC Anton, MALINKA Kamil and HANÁČEK Petr. Creation and detection of malicious synthetic media - a preliminary survey on deepfakes. In: Sborník příspevků z 54. konference EurOpen.CZ, 28.5.-1.6.2022. Radešín: Czech Open Systems User's Group, 2022, pp. 125-145. ISBN 978-80-86583-34-1. Available from: https://europen.cz/Anot/54-1/sbornik-54.pdf
Type
conference paper
Language
english
Authors
Firc Anton, Ing. (DITS FIT BUT)
Malinka Kamil, Mgr., Ph.D. (DITS FIT BUT)
Hanáček Petr, doc. Dr. Ing. (DITS FIT BUT)
URL
Keywords

face deepfakes, voice deepfakes, biometrics systems, deepfake detection, cybersecurity

Abstract

Deepfakes present an emerging threat in cyberspace. Recent developments in machine learning make deepfakes highly believable and very difficult to differentiate between what is real and what is fake. Not only humans but also machines struggle to identify deepfakes. Current biometrics systems might be easily fooled by carefully prepared malicious synthetic media -- deepfakes. We provide an overview of deepfake creation and detection methods for selected visual and audio domains. We put specific emphasize on the open-source solutions. We discuss both facial and speech deepfakes, and for each domain, we define deepfake categories and differences between them and discuss available detection methods. For each deepfake category, we provide an overview of available open-source tools for their creation and datasets.

Published
2022
Pages
125-145
Proceedings
Sborník příspevků z 54. konference EurOpen.CZ, 28.5.-1.6.2022
Conference
54. konference EurOpen.CZ, Radešín, CZ
ISBN
978-80-86583-34-1
Publisher
Czech Open Systems User's Group
Place
Radešín, CZ
BibTeX
@INPROCEEDINGS{FITPUB12741,
   author = "Anton Firc and Kamil Malinka and Petr Han\'{a}\v{c}ek",
   title = "Creation and detection of malicious synthetic media - a preliminary survey on deepfakes",
   pages = "125--145",
   booktitle = "Sborn\'{i}k p\v{r}\'{i}spevk\r{u} z 54. konference EurOpen.CZ, 28.5.-1.6.2022",
   year = 2022,
   location = "Rade\v{s}\'{i}n, CZ",
   publisher = "Czech Open Systems User's Group",
   ISBN = "978-80-86583-34-1",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/12741"
}
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