Surprised this one isn't in the flirting section!
Does anyone know if "let's get changed" is accepted? That's the most natural way for me to phrase it. "Let's change" is more what you'd say if you were wanting to change a habit, for example.
I have used this line myself
Let's change our clothes, they're wet in UK English. Let's change makes no sense.