MotionPro: A Precise Motion Controller for Image-to-Video Generation
Zhongwei Zhang, Fuchen Long, Zhaofan Qiu, Yingwei Pan, Wu Liu, Ting Yao, Tao Mei
2025-05-28
Summary
This paper talks about MotionPro, a new tool that helps AI create videos from images by giving it very precise control over how things move in the video.
What's the problem?
The problem is that when AI tries to turn a picture into a video, it often struggles to make the movement look realistic and to separate the movement of objects from the movement of the camera, which can make the final video look confusing or fake.
What's the solution?
The researchers designed MotionPro to use special techniques called region-wise trajectories and motion masks, which let the AI control exactly how different parts of the image move and help it tell the difference between objects moving and the camera moving.
Why it matters?
This matters because it allows for much more realistic and creative video generation from images, which is useful for movies, animation, and any project where you want to turn still pictures into believable videos.
Abstract
MotionPro uses region-wise trajectories and motion masks for precise image-to-video generation, enhancing motion control and disentangling object and camera movement.