What does the final search look like?
The final search with an example can be found here.
It looks like this:
Why did I want a reverse image search for OpenGameArt?
I wanted to build a reverse image search for OpenGameArt as Google Image Search and TinEye don't give good results for it.
I had previously generated a huge tile map to give an overview of similar images on OpenGameArt, but it wasn't very resource friendly on the web or image browser and had to be split into smaller files, plus it's not searchable in any way, just scrollable.
So I wanted a way for people to explore what kind of art is available on OpenGameArt, and landed on using similarity search to browse the image space.