# Video Diffusion Models are Training-free Motion Interpreter and Controller

### Synthesized Motion Control Results

##### Cameral Motion Control

##### Object Motion Control

### Reference Motion Control Results

##### Cameral Motion Control

Reference

Generated Results

Reference

Generated Results

##### Object Motion Control

Reference

Generated Results

### Point-drag Results

### Qualitative Comparison

DragNUWA

Gen-2

Ours

### Motion Correspondence

Reference

Correspondence

* We calculate the correspondence for all frames here.

### Video Consistency

Origin

Control Signal

Vanilla Control

Shared K&V

+ 8-frame Gradient Clip

+ All-frame Gradient Clip