Hybrid Neural Fusion for Full-frame Video Stabilization



Ablation study


Fusion space

Image-space fusion
Feature-space fusion
Hybrid-space fusion
Image-space fusion
Feature-space fusion
Hybrid-space fusion
Image-space fusion
Feature-space fusion
Hybrid-space fusion
Image-space fusion
Feature-space fusion
Hybrid-space fusion
Image-space fusion
Feature-space fusion
Hybrid-space fusion

Path adjustment

without path adjustment
with path adjustment
without path adjustment
with path adjustment

Residual detail transfer

without residual detail transfer
with residual detail transfer
without residual detail transfer
with residual detail transfer

FoV expansion


Parallax

Input unstable video
Ours + FoV expansion

Quick rotation

Input unstable video
Ours + FoV expansion

Zooming

Input unstable video
Ours + FoV expansion

Blurry frames removal


Running

without blurry frames removal
with blurry frames removal

Comparisons to learning-based blending (DeepBlending)


DeepBlending
Ours
DeepBlending
Ours