Can liveness detection models generalise to synthetic media generation techniques they were never trained on? [D]

In three linesProduction liveness detection systems rely on outdated threat models (static images, basic replays). Current synthetic media quality far exceeds historical training data. Critical question: can models trained on legacy deepfakes generalize to generation techniques that didn't exist when training data was collected?

Summary generated by Claude — human-verified