Stupid Early is any time in the morning, when you don't feel you should be awake. It is too early for you, and you hate being awake and active at this time. Any time before 8AM can be universally classed as Stupid Early. If your boss asks you to get to work for 7AM for example, you can say 'That's stupid early'
I'll be there quite early tomorrow, but not stupid early.