Trajectory Attention For Fine-grained Video Motion Control

Comparison

Camera Motion Control On Image

First Frame

NVS Solver

CameraCtrl

Motion I2V

Ours

First Frame

NVS Solver

CameraCtrl

Motion I2V

Ours

Camera Motion Control On Video

Origin Video

Reference Warp

NVS Solver

Ours

Ours w. NVS Solver

Reference Warp

NVS Solver

Ours

Ours w. NVS Solver

Video Editing

Origin Video

Edited First Frame

I2VEdit

AnyV2V

Ours

Origin Video

Edited First Frame

I2VEdit

AnyV2V

Ours

Gallery

Camera Motion Control on Image

First Frame

Camera Motion Control Results

First Frame

Camera Motion Control Results

First Frame

Camera Motion Control Results

First Frame

Camera Motion Control Results

First Frame

Camera Motion Control Results

First Frame

Camera Motion Control Results

Camera Motion Control on Video

Origin Video

Camera Motion Control Results

Origin Video

Camera Motion Control Results

Origin Video

Camera Motion Control Results

Origin Video

Camera Motion Control Results

Video Editing

Origin Video

Edited First Frame

Edited Video

Origin Video

Edited First Frame

Edited Video

Origin Video

Edited First Frame

Edited Video

Origin Video

Edited First Frame

Edited Video

Origin Video

Reconstruted with 4x sparse traj.

Reconstruted with 16x sparse traj.

Reconstruted with 32x sparse traj.

Origin Video

Region Mask

Region Motion Control

Results on 3D DiT