Images Interpolation with Stable Diffusion

[AkiRusProd]

What does this PR do?

This notebook shows several ways to interpolate images using Stable Diffusion. Image interpolation using Stable Diffusion is the process of creating intermediate images that smoothly transition from one given image to another, using a generative model based on diffusion.

@MKhalusova

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[MKhalusova]

Thank you for the contribution! Diffusion models are not my strong suit, so I'd like to ask @sayakpaul for a review.

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The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

[sayakpaul]

Code wise, this look very nice to me ❤️ Thanks a lot for working on this. You could also consider discussing one/two use cases of image interpolation.

I'd ask @MKhalusova to check the wording, phrases, etc.

[AkiRusProd]

Hello. I have made changes to the code as per @sayakpau's suggestions. (Also I opened a pull request to upload the files: https://huggingface.co/datasets/huggingface/cookbook-images/discussions/7)
@MKhalusova

[AkiRusProd]

As for more use cases of image interpolation. I'll think about it.

[sayakpaul]

As for more use cases of image interpolation. I'll think about it.

Just to be clear, I am not asking for including more examples. You have already shown four -- which is more than enough. I am asking you to think of some use cases that we could include at the beginning of the notebook that could further motivate the readers.

[AkiRusProd]

Hi, thanks for taking a look at this notebook. I have made changes to the code based on @sayakpau's suggestions (fixed links to gifs and added some different use cases in the introduction).
@MKhalusova

[MKhalusova]

Thanks @sayakpaul for a review!
I looked over the notebook - there are a few finishing touches to address, and then we should be good to merge. The PR with images is merged now too.

[AkiRusProd]

Hello, thanks for the review! But I have a question. In the introduction, I already covered three use cases for image interpolation using Stable Diffusion. I don't quite understand what exactly should I do? And I made the rest of the changes in accordance with your advice. Maybe you mean applications that already use this feature in the real world?
@MKhalusova

[AkiRusProd]

Hello, what are our next steps?
@MKhalusova

[MKhalusova]

Looks good to merge! But I will do social communications about this notebook tomorrow.

[AkiRusProd]

@MKhalusova , Thank You so much!