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For any long term desktop application project, I'd direct you to JavaFX (Open JFX). I've been happy with it on my projects for the past 3 years I've used it. You can check out some community made projects on the Open JFX site if you want to get a rough feel on how it looks in practice.
Try Lanterna for a challenge.
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.