A Statistical Framework for Deepfake Detection

Abstract

Deepfakes are believable media generated by neural networks(Mirsky and Lee 2021)Potential Dangers: Impersonation of political figures and celebrities. Defamation of citizens Extension of catfishing. >100k hours of video uploaded to web everyday!

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Aug 01, 2022
Accession Number
AD1178519

Entities

People

  • Catherine Bernaciak
  • Dominic Ross
  • Jeffrey Mellon
  • Shannon Gallagher

Organizations

  • Carnegie Mellon University

Tags

DTIC Thesaurus Topics

  • Accuracy
  • Copyrights
  • Data Sets
  • Data Storage Systems
  • Deepfakes
  • Department Of Defense
  • Detection
  • Detectors
  • Engineering
  • Governments
  • Guarantees
  • Images
  • Materials
  • Neural Networks
  • Software Development
  • Universities
  • Video

Readers

  • Agent-Based Social Robotics and Mobile-Assisted Learning in Virtual Environments.
  • Military History of the United States in the 20th Century.
  • Political Violence and Terrorism Studies.

Technology Areas

  • AI & ML
  • AI & ML - Neural Networks