The desktop Java apps I use are PVCS (teh sukc) and rarely IntelliJ.
Splash screen times are no longer than things like Open Office or Firefox.
I tend to leave GUI applications running for long periods of time, so startup times don't bother me in the least.
Somewhat related: NeoOffice/J runs quite nicely on our Mini at home.