3 papers
cs.CV2026
Trustworthy Image Authentication using Forensic Knowledge Graphs
Tai D. Nguyen, Matthew C. Stamm
Advances in generative AI have made image falsification highly realistic, demanding trustworthy authentication systems. Existing forensic detectors can target certain forgery types…
cs.CV2025
Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images
Tai D. Nguyen, Aref Azizpour, Matthew C. Stamm
The emergence of advanced AI-based tools to generate realistic images poses significant challenges for forensic detection and source attribution, especially as new generative techn…
cs.CV2025
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence
Tai D. Nguyen, Matthew C. Stamm
While videos can be falsified in many different ways, most existing forensic networks are specialized to detect only a single manipulation type (e.g. deepfake, inpainting). This po…