What Do Deepfake Benchmarks Measure? An Audit Using Frozen Self-Supervised Representations

Samuel Pagon, Yixuan Shen, Vishal Asnani +1

As deepfake generators approach perceptual indistinguishability, reliable detection becomes critical. Yet, detectors that score well on benchmarks routinely fail in the wild. A con…