I used to call it a memory stick but now no one I speak to uses that term, so I don't either.
I do phone support so I hear it called all sorts of weird things, but at work (speaking with colleagues) I use the terms flash drive, pen, pen drive, USB pen, USB drive, USB stick - whatever comes to mind first.