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Seconding the recommendation of CLIP embeddings, especially compared to image histograms + requiring OpenCV.
I wrote a naive, minimal dependency Python package to calculate image embeddings (https://github.com/minimaxir/imgbeddings) with some lookup demo notebooks and it works well in a pinch, although it's due for an upgrade.
Some of the code was developed a little farther in https://github.com/ricardocabral/iskdaemon. But you can still be the change you wish to see :)
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