AI RESEARCH
Video as Natural Augmentation: Towards Unified AI-Generated Image and Video Detection
arXiv CS.CV
•
ArXi:2605.21977v1 Announce Type: new AI-generated content (AIGC) is rapidly improving, creating an urgent need for detectors that generalize across data sources, deployment pipelines, and visual modalities. A strongly generalizable detector should remain robust under distributional variations. However, we identify a consistent failure mode: SOTA AI-generated image detectors often collapse when applied to frames extracted from videos.