Don't be absurd, ma'am, you birdbrain baby
I ain't called anybody baby since Birdman,
Birdbrain means stupid, so he is saying that the girl is stupid for thinking he would call her, a random woman, “baby” — and the only person he calls “baby” is “Birdman A.K.A. Baby”, since that’s his name.
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