Deepfake detectors are DUMB: A benchmark to assess adversarial training robustness under transferability constraints

Adrian Serrano, Erwan Umlil, Ronan Thomas

Deepfake detection systems deployed in real-world environments are subject to adversaries capable of crafting imperceptible perturbations that degrade model performance. While adve…