Don't Guess, Escalate: Towards Explainable Uncertainty-Calibrated AI Forensic Agents
Giulia Boato, Andrea Montibeller, Edward Delp, Luisa Verdoliva, Daniele Miorandi
TL;DR
This work proposes AI forensic agents: reliable orchestrators that select and combine forensic detectors, identify provenance and context, and provide uncertainty-aware assessments to improve the authenticity verification process.
Abstract
AI is reshaping the landscape of multimedia forensics. We propose AI forensic agents: reliable orchestrators that select and combine forensic detectors, identify provenance and context, and provide uncertainty-aware assessments. We highlight pitfalls in current solutions and introduce a unified framework to improve the authenticity verification process.