A CLIP-based deepfake detector that adds conditional value-at-risk and AUC ranking losses reaches AUC 0.969 on the DFWild-Cup test set, modestly above two CLIP baselines.
Robust clip-based detector for exposing diffusion model-generated images,
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Robust AI-Generated Face Detection with Imbalanced Data
A CLIP-based deepfake detector that adds conditional value-at-risk and AUC ranking losses reaches AUC 0.969 on the DFWild-Cup test set, modestly above two CLIP baselines.