Wan-Move: Motion-Controllable Video Generation
Wan-Move is a motion-controllable video generation framework built on Wan2.1. Uses latent trajectory guidance for precise point-level motion control (NeurIPS 2025).
Wan-Move
Wan2.1Motion ControlI2VNeurIPS 2025Simple and scalable motion-control framework for video generation built on Wan2.1. Uses latent trajectory guidance for precise point-level motion control. Generates 5-second 480p videos with controllability rivaling commercial solutions. Accepted at NeurIPS 2025.
| Developer | Ali-Vilab (Alibaba) |
| Release Date | 2025-12 |
| Architecture | Wan2.1-based with latent trajectory guidance |
| Capabilities | Point-level motion control, trajectory-guided I2V generation |
| Output Resolution | 832x480p at 5 seconds |
| Venue | NeurIPS 2025 |
Overview
Wan-Move is a motion-controllable video generation framework built on Wan2.1 that brings precise point-level motion control to video generative models. Unlike existing methods that suffer from coarse control granularity and limited scalability, Wan-Move achieves fine-grained motion control through latent trajectory guidance.
The framework represents motion by taking features from the first frame and propagating them along user-defined trajectories. Users can mark points on objects in the first frame and specify where those points should appear in subsequent frames, enabling intuitive motion control similar to commercial tools like Kling 1.5 Pro's Motion Brush.
Wan-Move removes the need for auxiliary motion encoders, making fine-tuning of base models easily scalable. Through scaled training, it generates 5-second, 480p videos with motion controllability that rivals commercial solutions as validated by user studies.
ComfyUI Integration
Wan-Move is available in ComfyUI via the Kijai WanVideoWrapper custom nodes. Both fp16 and fp8 scaled model variants are hosted on Hugging Face under Kijai/WanVideo_comfy.
Resources
| Resource | Link |
|---|---|
| Paper | arXiv:2512.08765 |
| GitHub | github.com/ali-vilab/Wan-Move |
| HuggingFace (Kijai) | Kijai/WanVideo_comfy |
| Project Page | wanmove.net |
| NeurIPS | neurips.cc/virtual/2025/poster/116293 |
Guides and workflows related to this model series.