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

Many liveness detection systems struggle to generalize to new synthetic media generation techniques, as they were trained on older data. This raises critical questions about vendors' ability to cope with constantly evolving deepfakes.