https://github.com/TencentARC/MotionCtrl/assets/19488619/45d44bf5-d4bf-4e45-8628-2c8926b5954a

🔥🔥 We release the codes, models and demos for MotionCtrl on Stable Video Diffusion (SVD).

Official implementation of MotionCtrl: A Unified and Flexible Motion Controller for Video Generation.

MotionCtrl can Independently control complex camera motion and object motion of generated videos, with only a unified model.

Results of MotionCtrl+SVD

More results are in showcase_svd and our Project Page.

Results of MotionCtrl+VideoCrafter

More results are in our Project Page.

📝 Changelog

• [x] 20231225: Release MotionCtrl deployed on LVDM/VideoCrafter.
• [x] 20231225: Gradio demo available. 🤗
• [x] 20231228: Provide local gradio demo for convenience.
• [x] 20240115 More camera poses used for testing are provided in dataset/camera_poses
• [x] 20240115 Release MotionCtrl deployed on SVD. Codes are in the brach svd and Gradio Demo is available in 🤗 .
• [ ] Release MotionCtrl deployed on AnimateDiff.

⚙️ Environment

conda create -n motionctrl python=3.10.6
conda activate motionctrl
pip install -r requirements.txt

💫 Inference

• Run local inference script

1. Download the weights of MotionCtrl motionctrl.pth and put it to ./checkpoints.
2. Go into configs/inference/run.sh and set condtype as 'camera_motion', 'object_motion', or 'both'.
   • condtype=camera_motion means only control the camera motion in the generated video.
   • condtype=object_motion means only control the object motion in the generated video.
   • condtype=both means control the camera motion and object motion in the generated video simultaneously.
3. Running scripts: sh configs/inference/run.sh

• Run local gradio demo

  python -m app --share

:books: Citation

If you make use of our work, please cite our paper.

@inproceedings{wang2023motionctrl,
  title={MotionCtrl: A Unified and Flexible Motion Controller for Video Generation},
  author={Wang, Zhouxia and Yuan, Ziyang and Wang, Xintao and Chen, Tianshui and Xia, Menghan and Luo, Ping and Shan, Yin},
  booktitle={arXiv preprint arXiv:2312.03641},
  year={2023}
}

🤗 Acknowledgment

The current version of MotionCtrl is built on VideoCrafter. We appreciate the authors for sharing their awesome codebase.

❓ Contact

For any question, feel free to email wzhoux@connect.hku.hk or zhouzi1212@gmail.com.