I tried out Inkscape, an Open Source Scalable Vector Graphics editor.
I'm sure people experienced with vector graphics software will have no problem at all. Newbies (like me) have a pretty steep learning curve ahead of them.
This online guide has a few step-by-step tutorials.
As a test, I made a Johnny Pi icon:
Not sure where that might come in handy, but I'm happy with it.