MotionMaster: Training-free Camera Motion Transfer For Video Generation

Paper | Page

Teng Hu, Jiangning Zhang, Ran Yi, Yating Wang, Hongrui Huang, Jieyu Weng, Yabiao Wang, and Lizhuang Ma

Schedule

• **Release the one-shot camera-motion transfer code
• **Expected to release the few-shot camera-motion transfer code before 2024.10.20

Quick Demos

Result of motion transfer without mask from a sudden zoom in video:

source video

"stormy river, rapids crashing against rocks, mist rising, dark clouds overhead, zoom in, 8k uhd, dslr, film grain"

"night market, colorful stalls, people walking, food vendors cooking, zoom in, 8k uhd, dslr, vibrant colors, high quality"

"close-up of a dragonfly, forest background, sunlight through trees, slow zoom, macro shot, 8k uhd, dslr, cinematic lighting"

Result of motion transfer with a zoom-in video and its mask:

source video

"night forest, moonlight filtering through trees, light fog, owls hooting, zoom out, 8k uhd, dslr, cinematic lighting"

"distant view of a lighthouse on a cliff, stormy sea, waves crashing, dramatic lighting, dark clouds, 8k uhd, high contrast"

"close-up of a butterfly on a flower, macro shot, soft breeze, sunlight through leaves, 8k uhd, dslr, cinematic lighting"

Prepare

🛠️ Prepare the environment

Ubuntu
python 3.9
cuda==11.8
gcc==7.5.0
cd AnimateDiff

pip install -r requirements.txt

🍺 Checkpoint for AnimateDiff

We use AnimateDiff v2 in our model. Feel free to try other versions of AnimateDiff. Moreover, our model also works in other video generation model that contains temporal attention module. (e.g., Stable video diffusion and DynamiCrafter).

• Download checkpoints for AnimateDiff v2 mm_sd_v15_v2.ckpt (Google Drive / HuggingFace / CivitAI) and put it in models/Motion_Module/.

• Download Realistic Vision V2.0 and put it in models/DreamBooth_LoRA/.

📖 Prepare reference video and prompts

Prepare your reference video.

Edit configs\prompts\v2\v2-1-RealisticVision.yaml to make sure video_name is the file path to your reference video.

If mask is wanted, set use_mask=True and make sure mask_save_dir is the file path to your mask.

🚀 Launch the sampling script

Motion Transfer

MotionMaster can transfer the motion from the given reference video by substituting the temporal attention map:

python scripts/motionconvert.py --config configs/prompts/v2/v2-0-RealisticVision.yaml

Edit video_name in configs\prompts\v2\v2-0-RealisticVision.yaml. The generated samples can be found in samples/ folder.

One-shot camera motion disentanglement

For one-shot camera motion disentanglement, you should prepare a reference video and the corresponding mask (suggest to use SAM) by editing video_name and mask_save_dir in configs\prompts\v2\v2-1-RealisticVision.yaml. Then run:

python scripts/motionconvert.py --config configs/prompts/v2/v2-1-RealisticVision.yaml

The generated samples can be found in samples/ folder.

Few-shot camera motion disentanglement

Coming Soom.

Citation

If you find this code helpful for your research, please cite:

@misc{hu2024motionmaster,
      title={MotionMaster: Training-free Camera Motion Transfer For Video Generation}, 
      author={Teng Hu and Jiangning Zhang and Ran Yi and Yating Wang and Hongrui Huang and Jieyu Weng and Yabiao Wang and Lizhuang Ma},
      year={2024},
      eprint={2404.15789},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}