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Video -> LatentNoise
Reverse the forward diffusion process deterministically via DDIM inversion to recover the latent noise trajectory corresponding to a source video.
Problem it solves
Video editing and style-transfer require starting from the precise noise state that maps to the original video.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.