2026
Scaling Up AI-Generated Image Detection with Generator-Aware Prototypes
CVPR 2026
The pursuit of a universal AI-generated image (AIGI) detector often relies on aggregating data from numerous generators to improve generalization. However, this paper identifies a paradoxical phenomenon we term the "Benefit then Conflict" dilemma, where detector performance stagnates and eventually