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How to overcome style inconsistencies in video motion mode transfer?

2025-09-10 1.8 K

Consistent solutions for sports style migration

When there are significant stylistic differences between the source and target videos, the following methods can be used to maintain visual consistency:

  • Color pre-processing: Perform histogram matching on the source video first to ensure that the two videos have similar tonal ranges before extracting the motion patterns.
  • Layered Movement Migration: Specify that only specific layers (e.g., background or foreground) are migrated via the -layer_level parameter.
  • Dynamic intensity adjustment: Add the -motion_scale parameter (0.5-1.5 range) to cut_and_drag_inference.py to control the drasticness of the migratory movement
  • semantic alignment cue: explicitly describe the correspondence between the source and target scenes in the prompt (e.g., "cloud movement like ocean waves")

Special scene processing: for cross-domain migration such as cartoon to live view, it is recommended to use StyleGAN class model to unify the visual style first, and then carry out motion migration.

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