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Well recently I found rofimoji and it does exactly what the Windows picker does, but better - it's got great aliases so you can look up what you want without knowing exactly its name, etc. Somehow it's even in the community repository.
Here is a much more simple and less feature rich emoji picker: https://github.com/thingsiplay/emojipick
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.