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Inserted objects can now be made "alive" and interact realistically within videos, solving a long-standing challenge in video editing.
Pixel diffusion鈥檚 chronic high-frequency blur is not an architectural bottleneck: a lightweight adversarial post-training phase restores natural spectral power laws without causing mode collapse or requiring changes to the sampling pipeline.
