Robust Deepfake Detection: Mitigating Spatial Attention Drift via Calibrated Complementary Ensembles
arXiv:2604.25889v1 Announce Type: new
Abstract: Current deepfake detection models achieve state-of-the-art performance on pristine academic datasets but suffer severe spatial attention drift under real-world compound degradations, such as blurring and…