Detailed Information on Publication Record
2022
Creation and detection of malicious synthetic media - a preliminary survey on deepfakes
FIRC, Anton, Kamil MALINKA and Petr HANÁČEKBasic information
Original name
Creation and detection of malicious synthetic media - a preliminary survey on deepfakes
Authors
FIRC, Anton, Kamil MALINKA and Petr HANÁČEK
Edition
Sborník příspevků z 54. konference EurOpen.CZ, 28.5.-1.6.2022, p. 125-145, 2022
Other information
Type of outcome
Stať ve sborníku
Confidentiality degree
není předmětem státního či obchodního tajemství
Publication form
printed version "print"
ISBN
978-80-86583-34-1
Keywords in English
face deepfakes, voice deepfakes, biometrics systems, deepfake detection, cybersecurity
Tags
Reviewed
Změněno: 26/8/2022 12:16, Mgr. Kamil Malinka, Ph.D.
Abstract
V originále
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.