Fantopiamondomongerdeepfakesmargotrobbiea Top -

What can be done to stop the "fantopiamondomonger" (fan-top-diamond-monster) of deepfakes?

| Metric | Fantopiamond (this work) | Prior SOTA (RunwayGen‑2) | Human Baseline | |--------|--------------------------|--------------------------|----------------| | LPIPS | 0.041 ± 0.006 | 0.063 ± 0.009 | 0.032 ± 0.004 | | FVD | 27.4 | 38.9 | 12.1 | | Human Turing‑Test | 88 % (n=1,200) | 81 % | 94 % (real videos) | | Temporal Flicker Index | 0.018 | 0.027 | 0.010 | | Audio‑Visual Sync Score | 0.95 | 0.89 | 0.98 | fantopiamondomongerdeepfakesmargotrobbiea top

Interpretation: Fantopiamond surpasses all listed SOTA models across perceptual and temporal metrics, approaching human‑level realism for the Margot‑Robbie domain. What can be done to stop the "fantopiamondomonger"

We built an ensemble detector comprising: The ensemble’s decision threshold was calibrated for a

The ensemble’s decision threshold was calibrated for a 5 % false‑positive rate (FPR).