Restricted Research - Award List, Note/Discussion Page
Fiscal Year: 2023
2102 The University of Texas at Dallas (143990)
Principal Investigator: Hao,Shuang
Total Amount of Contract, Award, or Gift (Annual before 2011): $ 510,000
Exceeds $250,000 (Is it flagged?): Yes
Start and End Dates: 10/1/22 - 9/30/27
Restricted Research: YES
Academic Discipline: Computer Science
Department, Center, School, or Institute: ECS
Title of Contract, Award, or Gift: CAREER: Empowering White-box Driven Analytics to Detect AI-synthesized Deceptive Content
Name of Granting or Contracting Agency/Entity:
Natl Science Foundation
CFDA Link: NSF
47.070
Program Title:
none
CFDA Linked: Computer and Information Science and Engineering
Note:
The project is organized around three research thrusts. First, the team will develop a unified analytic framework to systematically dissect AI-synthesis models and gain deep understanding of synthesis patterns common across the models. Second, based on these findings, the team will design generalizable approaches based on the frequency and pixel domains to efficiently detect AI-synthesized images and videos and operate at scale. Third, it will enhance detection robustness by proactively investigating adversarial evasion strategies and prioritizing detection techniques resistant to those strategies.
Discussion: No discussion notes