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Video<LowQuality> -> Video<Restored>
Restore degraded video frames using a pre-trained generative prior (e.g., video diffusion) constrained by cross-frame temporal attention to preserve consistency.
Problem it solves
Generative frame-by-frame restoration introduces severe temporal flickering and structural drift.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.