Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. JPEG Fake Media: a Provenance-based Sustainable Approach to Secure and Trustworthy Media Annotation
 
conference paper

JPEG Fake Media: a Provenance-based Sustainable Approach to Secure and Trustworthy Media Annotation

Temmermans, Frederik
•
Bhowmik, Deepayan
•
Pereira, Fernando
Show more
January 1, 2021
Applications Of Digital Image Processing Xliv
Conference Applications of Digital Image Processing XLIV

Media assets shared via social media can rapidly spread, even if they do not present a true representation of reality. The assets might have been manipulated with photo editing software, artificially created using deep learning techniques or used out of context. At the same time, editing software and deep learning techniques can be used for creative or educational media production. Clear annotation of media modifications is considered to be a crucial element to allow users to assess trustworthiness of media. However, these annotations should be attached in a secure way to prevent them from being compromised. Various organizations have already developed mechanisms that can detect and annotate modified media assets. However, to achieve a wide adoption of such an annotation approach, interoperability is essential. Therefore, the JPEG Committee has initiated the so-called JPEG Fake Media exploration. The objective of this initiative is to produce a standard that can facilitate a secure and reliable annotation of media asset creation and modifications. The standard shall support usage scenarios that are in good faith as well as those with malicious intent. This paper gives an overview of the history in media manipulation, discusses state-of-the-art in media forensics and in the creative industry as well as challenges related to AI-based manipulated media detection methods. In addressing these challenges, the paper introduces the JPEG Fake Media initiative as a provenance-based sustainable approach to secure and trustworthy media annotation.

  • Details
  • Metrics
Type
conference paper
DOI
10.1117/12.2597556
Web of Science ID

WOS:000759326900018

Author(s)
Temmermans, Frederik
•
Bhowmik, Deepayan
•
Pereira, Fernando
•
Ebrahimi, Touradj  
Date Issued

2021-01-01

Publisher

SPIE-INT SOC OPTICAL ENGINEERING

Publisher place

Bellingham

Published in
Applications Of Digital Image Processing Xliv
ISBN of the book

978-1-5106-4523-3

978-1-5106-4522-6

Series title/Series vol.

Proceedings of SPIE; 11842

Start page

118420L

Subjects

Computer Science, Software Engineering

•

Imaging Science & Photographic Technology

•

Computer Science

•

Imaging Science & Photographic Technology

•

fake media

•

annotation

•

provenance

•

security

•

trust

•

interoperability

•

jpeg

•

standardization

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

Event nameEvent placeEvent date
Conference Applications of Digital Image Processing XLIV

San Diego, CA

Aug 01-05, 2021

Available on Infoscience
March 28, 2022
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/186731
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés