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10 Dec 2025

Paper summary

Paper summary: Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance

Wan-Move adds precise motion control to an image-to-video model by turning dense point trajectories into a motion-aware latent condition, with no architecture change; user studies rate it close to Kling 1.5 Pro's Motion Brush.

  • Motion is given as dense point trajectories; first-frame features are propagated along them to tell the model how each part should move.
  • No extra motion encoder and no architecture change are needed, which makes it easy to scale.

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