ForensicConcept: Transferable Forensic Concepts for AIGI Detection 事件

ForensicConcept: Transferable Forensic Concepts for AIGI Detection arXiv:2606.07034v1 Announce Type: new Abstract: AI-generated image detectors achieve high accuracy on in-distribution data but often fail on unseen generators. A key obstacle to understanding this failure is the black-box nature of current detectors: they do not reveal which evidence drives their decisions. We propose ForensicConcept, a framework that extracts explicit forensic concepts from detectors and enables their transfer