Could you excuse us, please?

and Can you excuse us, please?; Would you excuse us, please?; Will you excuse us, please?

We must leave. I hope you will forgive us. (A polite way of announcing a departure.) Bill: Could you excuse us, please? We simply must rush off. Alice: So sorry you have to go. Come back when you can stay longer.