hard to reproduce paper results unless the authors carefully disclose the FID
measurement code.  
These points apply to other related metrics too, such as KID and IS.  
</Tip>  
As a final step, let's visually inspect the`fake_images`.  
<p align="center">
<img src="https://huggingface.co/datasets/diffusers/docs-images/resolve/main/evaluation_diffusion_models/fake-images.png" alt="fake-images"><br>
<em>Fake images.</em>
</p>