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How to solve the problem of less natural video motion control?

2025-09-10 1.8 K

Technical solutions to address the naturalness of video motion control

Unnatural mechanics in video motion are a common pain point, and Go-with-the-Flow provides a professional solution with innovative noise distortion technology:

  • Replacing conventional noise with distorted noiseThe core is the make_warped_noise.py script that generates dynamic warped noise, which simulates real physical trajectories better than standard Gaussian noise.
  • Two-stage process: create the base motion path on the CPU device through the GUI, then transfer it to the GPU device to refine it with cut_and_drag_inference.py
  • Recommendations for parameter adjustment: Increase the value of the num_inference_steps parameter appropriately (5-10 steps is recommended) for smoother motion transitions.
  • Sports Reference Tips: Give the real video as an input source to make_warped_noise.py, which extracts its natural motion patterns to apply to the new video

Special Note: When dealing with complex scenes, it is recommended to split different objects and apply motion control separately, and then synthesize them at last to avoid motion interference phenomenon.

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