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

“`html A Reddit post asks whether liveness detection models can adapt to new synthetic media generation techniques that were not part of…

By AI Maestro May 21, 2026 1 min read
Can liveness detection models generalise to synthetic media generation techniques they were never trained on? [D]

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  • A Reddit post asks whether liveness detection models can adapt to new synthetic media generation techniques that were not part of their training data.
  • The core concern is about the temporal gap between model development and current deepfake generation quality, questioning if existing systems are robust against novel attacks.

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