JPEG Fake Media: a provenance-based sustainable approach to secure and trustworthy media annotation

Frederik Temmermans, Deepayan Bhowmik, Fernando Pereira, Touradj Ebrahimi

Onderzoeksoutput: Conference paper

1 Citaat (Scopus)

Samenvatting

Media assets can easily be manipulated with photo editing software or artificially created using deep learning techniques. This can be done with the intention to mislead, but also for creative or educational purposes. Clear annotation of media modifications is a crucial element to assess trustworthiness. However, these annotations should be attached securly to prevent them from being compromised. In addition, to achieve a wide adoption, interoperability is essential. This paper gives an overview of the media manipulation history, discusses the state-of-the-art and challenges related to AI-based detection methods. The paper then introduces JPEG Fake Media as a provenance-based sustainable approach to secure and trustworthy media annotation. JPEG Fake Media has the objective to produce a standard that can facilitate secure and reliable annotation of media asset creation and modifications. The standard shall support good faith usage scenarios as well as those with malicious intent.

Originele taal-2English
TitelApplications of Digital Image Processing XLIV
RedacteurenAndrew G. Tescher, Touradj Ebrahimi
UitgeverijSPIE
Pagina's1-10
Aantal pagina's10
Volume11842
ISBN van elektronische versie9781510645226
DOI's
StatusPublished - 1 aug 2021
EvenementSPIE Optical Engineering + Applications - San Diego, United States
Duur: 1 aug 20215 aug 2021

Publicatie series

NaamProceedings of SPIE - The International Society for Optical Engineering
Volume11842
ISSN van geprinte versie0277-786X
ISSN van elektronische versie1996-756X

Conference

ConferenceSPIE Optical Engineering + Applications
Land/RegioUnited States
StadSan Diego
Periode1/08/215/08/21

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