Generate Deepfakes
Description
Adversaries may use generative artificial intelligence (GenAI) to create synthetic media (i.e. imagery, video, audio, and text) that appear authentic. These "[deepfakes]( https://en.wikipedia.org/wiki/Deepfake)" may mimic a real person or depict fictional personas. Adversaries may use deepfakes for impersonation to conduct Phishing or to evade AI applications such as biometric identity verification systems (see Evade AI Model).
Manipulation of media has been possible for a long time, however GenAI reduces the skill and level of effort required, allowing adversaries to rapidly scale operations to target more users or systems. It also makes real-time manipulations feasible.
Adversaries may utilize open-source models and software that were designed for legitimate use cases to generate deepfakes for malicious use. However, there are some projects specifically tailored towards malicious use cases such as ProKYC.
- ATLAS ID
- AML.T0088
- Maturity
- RealizedUsed by real adversaries against AI systems in the wild.
- Platforms
- Predictive AIEnterprise
Mitigations
- AML.M0009Predictive AI Multi-Sensor Fusion
Using a variety of sensors, such as IR depth cameras, can aid in detecting deepfakes.
- AML.M0034Deepfake Detection
Deepfake detection can be used to identify and block generated content.