Generalization Beyond Per-Video Optimization

Investigate whether Control-based Motion Customization generalizes to arbitrary reference videos and prompts beyond the per-video optimization setting.

Background

Control-based Motion Customization is evaluated in a per-video optimization setting using a limited collection of reference videos paired with text prompts. The authors identify generalization beyond this setting—specifically, to arbitrary reference videos and prompts—as unresolved future work. Such generalization would determine whether the method can transfer its motion-customization capability without requiring separate optimization for each reference-video and prompt pair.

References

Also, while our experiments validate CMC against strong baselines, we leave generalization to arbitrary reference videos and prompts beyond the per-video optimization setting as future work, although we expect to transfer.

— Diverse Motion Customization via Control-based Dynamic Optimization  (2610.07911 - Choi et al., 6 Oct 2026) in Section 6, Conclusion, Limitations