Making DeepFakes more spurious: evading deep face forgery detection via trace removal attack

Understand

DeepFakes are raising significant social concerns.

• Although various DeepFake detectors have been developed as forensic countermeasures, these detectors are still vulnerable to attacks.
• Recently, a few attacks, principally adversarial attacks, have succeeded in cloaking DeepFake images to evade detection.
• However, these attacks have typical detector-specific designs, which require prior knowledge about the detector, leading to poor transferability.