They certainly won't go back to the place they were.
I think they get deleted, although I can't remember for sure. Some AV's give the option of leaving the quarantine folder behind when uninstalling, presumably so you have the option to restore files if you ever reinstall the AV again. You can look for such an option when uninstalling, but no, the files won't be restored, so no worries there.