Does an Illumination Prior Help Face-Swap Detection? A Controlled Study of Temporal Self-Blended Images
The study tested whether using temporal illumination differences between training frames (Temporal Self-Blended Images or T-SBI) improves face-swap detection accuracy. The researchers found that this illumination prior does not measurably change frame-level detection performance, and no preferential robustness was observed on faces with harsh lighting.