Publication detail

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

FIRC, A. MALINKA, K. HANÁČEK, P.

Original Title

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

Type

article in a collection out of WoS and Scopus

Language

English

Original 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.

Keywords

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

Authors

FIRC, A.; MALINKA, K.; HANÁČEK, P.

Released

30. 5. 2022

Publisher

Czech Open Systems User's Group

Location

Radešín

ISBN

978-80-86583-34-1

Book

Sborník příspevků z 54. konference EurOpen.CZ, 28.5.-1.6.2022

Pages from

125

Pages to

145

Pages count

21

URL

https://europen.cz/Anot/54-1/sbornik-54.pdf

BibTex

@inproceedings{BUT177788,
  author="Anton {Firc} and Kamil {Malinka} and Petr {Hanáček}",
  title="Creation and detection of malicious synthetic media - a preliminary survey on deepfakes",
  booktitle="Sborník příspevků z 54. konference EurOpen.CZ, 28.5.-1.6.2022",
  year="2022",
  pages="125--145",
  publisher="Czech Open Systems User's Group",
  address="Radešín",
  isbn="978-80-86583-34-1",
  url="https://europen.cz/Anot/54-1/sbornik-54.pdf"
}