MotiMotion: Motion-Controlled Video Generation with Visual Reasoning
- Published
- Source
- arXiv
- Paper number
- 204
- Field
- Computer Vision
- arXiv ID
- 2605.22818
Key points
- Semantic consistency measures how well a video matches the user's high-level intent.
- Accessibility is improved by reducing the need for manual frame-by-frame animation or precise technical specifications, which makes advanced video creation available to a broader range of users.
- Educational benchmarking gives the research community a specialized tool, MotiBench, that focuses on the logical and physical aspects of video generation rather than on visual fidelity alone.
Paper links
External research summaries. These are not HDATF publications or measured product results.