</div>  
</hfoption>
<hfoption id="StableVideoDiffusion">  
[StableVideoDiffusion (SVD)](https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt) is based on the Stable Diffusion 2.1 model and it is trained on images, then low-resolution videos, and finally a smaller dataset of high-resolution videos. This model generates a short 2-4 second video from an initial image.  
```py
import torch
from diffusers import StableVideoDiffusionPipeline